class: center, middle, inverse, title-slide # Section One – Intro to R & Plotting Data ### Mike Mahoney, April 2020 --- # Unit One * Welcome to the course! * What is code? * Your first program * Your first chart --- # A quick introduction * My name: Mike Mahoney <img width="200" align="right" src="https://raw.githubusercontent.com/mikemahoney218/PersonalWebsite/master/content/authors/admin/avatar.jpg"></img> * Where I’m from: Boston, MA * What I do: PhD student (creating VR experiences from forest models!) * For fun: Backpacking; programming; advocacy <br> <br> * Office hours: * Course website: * Instructor contact: --- # Quick Recap: -- * All readings in this class: free and online * So do them! -- * Readings marked with *: code-throughs * So do them! -- * Required readings: required * So do them! -- * Today’s required reading included: * Install R * Install R Studio * Install tidyverse * So if you didn’t, probably should do that now --- <iframe width="1000" height="600" 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ogKgssAHl61t87evlV9YDIAAHniZe7xp6/QZaUgaZA+UarNwuhA6Dn+tkq9LYn8/yui6rlIurYYmAAAu30/ZRT8rj9t56b8a61nXk8vp/wB421WLvdFFMGMgAeWg32hsVQmgAAAZGOPqGJlYvH7gc/vAAAAGTsZINLsuhy7XOwPLPwJ6Qa5Pz+hx3Y6aO5oRB2AAAP3u9Xs+t4x6ef7tcPcbPX7DjepC7AABi8x2LOAxlz2+5ylbxxyLwCoCmdl/j99ek/P6SR6afr89ryDAz2c/N76+UPZhRAAr37HTfD7F+q1v8ajb6iKYeWu/q8vUDGdJw/Xcje54TV3p57pr3P7ibjAPb8dHVv4ed7Ob3mq2rbGt2RlqMbfefPsanNz8WzpiiUxMtnAYylGBjbj8ax6mfv8AHc8mGcY3C99wMPbCPqAAHruMNE9vEDIDy/N7rXTo9F0fAVW86PgO/ZCKTjeF6nlr0ISagPpHzf6RJzsrEy9HJy+UhF11CFHbcR1um/0kVrRi8RnX6C/P6xsx8jH12wxBOOU216tqtrjLnOj5TfX52OjzAAAPpGbrtjLx5yvWfOYej+FmZ1gs+kbWvP8AIn11rn5E+uj5G+uD5BifZ9cz8pfVmM/KX1YfKX1YfKX1blN9eUFiuDPadFwndKdhNz1lOb0u96Sr6PE2W3V57DXAAAGDg52DDOGNwAGp2zOOZ5L6noJ48Hp+b6To+bK2qoAAAAFgALKQAAFgALAAAsAApAWABYHGa/c5tX1HMtnrMThkAZn0HXHP9fsMCpkYOmcv9/E/sUseUIZfjHl9p0lqP5j3XG99b5mYJuL58D9B4DS7jjS8BYCwOt5XpYbGcKtvw5XqOQnr9l7eHvDP+dFvdEPL18dtdXuNHvJIf0Ip8XS7jU2an5EsIAADIx+xzH0uJlI4de9fLznvw1lAZWL77adLmezrea4fkPpuis1e3EUvlgZ+BDM0O+w8Z+SfZeI7maJi5Wrq3OcFbvAyAXZTUfT2XvfPZUzputpod55z136HSrgAAAaXldrp+X6PdT9+1Wnjz2mjye37Mf19ciaP3HSqvz+sTaPAsdnyVgcno+y42LqBicUm52/Xwz43yX7JzekmN1uJl6b/AI1G308U14rtddtjme31uyAil5Dm91pehzAkidrxf03ar72JOcKbfbYeZQ9CGk4AADVZPD1eh2DBzkYZ0AAAxdftdV0vPhZ50+e/RPn0XY/Ai64B1/a6a/HvtuJk6afrX7FrrzWt7dnb534fS2XB9RmYcEoR7AAfLNN9g9LMfxt3vCzafgb4fSfm30qTm5HO9Fz8nO5iEXVAH0LXbles7JBOGknP/Hv6Bx94/wA5RpIx8jH12wxBO+R/XPKWLkO0l03aDfsZ+XaL7do7Vb5Y9PO1UBh+vz07TqvSybkX5v8ARvnOl2F0uwH0vo+Q6/m3wj3AA/Gs2es13DXcMgHB9584sV9COjzwNx3vAd/Jzg2qrBpe84XuqXfCC0AAAl1Ok2L6aPOq9LOE1EAAB+f1+DnOh0O97PlQ2rAAVAAsAFlhYApKhUpLAsACwACkspAAWAABrO+0XQUu/wCfFdyjtfI/x9fbbfMOj6xjHn6GuvlgZ+BDM/H7ab8f136bahrsBy+ZtdZ0ONYtvj4XB9/wMfQg1tgAevSeG0q3JSGcAAD86Le6LOAzgAADE0/R66aDWCxVAG3YzeySXkhmO42Qgu69nYfC9r+fTz6WG37Zvs6nnwkiAA8sD8fmva9RjAD8fsz4aPo2s3EMjHrdt65Gfd4Pn7J1/Hlm0RYZebhfvxHuN/dHk9OHZtbsrcAT6APH21McvMYuTjcr0+x6Lj+wuckJKQA8cZ9mB+a8mZrI3poeh8qB+fnn0bitLmrPXToeXTavP0378VLgAH41G31GkgaSAAx881+Z++jzMBZvps/ofK9TJzA2rAbzZcx0lLt/sRXQAB+cZ5nR5GPyPT5PT8R2lqh+xLzwABGPDW+3l1fNITVLwnd8XH1NeIe26PnPqGuOhEMIAAAGPh/r817AYyAAA43ssffHxtZfgfTfmX1CTmfvT7fxk5nz1ZF2FQ3n1riO3rWQ0kAAAY+RrtJPwIZQAAAOD4z6p8rvUFnSz1f11xLy6jMc+c/RvnOl6DS7Zvu1hl5/u8bJpWkrTfk+l5vNli3wil/Gs2es13DXfXY+v208OzEEz5b9Sw5ofkz6JxF+lhCWLa/QOA7+TnhtUA02803MVu/9fcpm1re+YGfjAYH45nOep5LVayC/vfzz2Ppc+juI203L6F+f1HsAYGLtruefx+Tm07Pd6jb9Ly6mYYABYCggFICoAAKgWUQAAFCALAUgAAFQ/XWfIvqlH0mSI5AAAPLA/XnBY/Q1yAABhavV2/yt0LnDvB93rsT8Q/Ui6iADPZenl60OiGMgAC67zT7rCqdfVvXyu8UNtQAHj7eGddELtABsNfnZ1+jiXjAAXFyfzW6WD2nGdbxfYbAdHigAPL10kc3OZmBj830Xai7wQYAA5zV5/jB2Nl+09B85sNtAAMn18fbxfswo3v1vue6Ds0qOvTAYWa124zD7/BqdLlujNog2hAYuVhwyYUOVcU7fniO359UHPdDg4l5/6B+cjn+ifj9tJAAAPxqPTDguZAzGAB+f0MYfBfSdTPX9dnL0/Lg1Avr43G26y+ZzYL/Qir1wANThdHiwWtDtDTYM6APP0101X3xPJ0OEEtVULyPW81pf0Ig9A+tfJfpOmvUCKIAAB4e/PRT8/vND60O71Qt8QAAAYGXyX8HRr/v6h8z+mS8oiTl8dqe+4aPp+NjWx9D7P5l9NrWQ0kAAA8OF3/Pc7u77Y8p1ctUN6oAAGo+T/QPn96i6nlu4sUN7Yl5dQX5v9I+daXfPdab6VX6fRU510AAAD8azZ6zXcMbgAAMTLZx8g8ep5bq8vcd7w3cz8sNqopq+P7PjIO8GnR+g9JyfWV4nl68zhyGvLEoZY/h7+GYwa7L6J8p76vLuhVl5vi+t5K7AEunf7TXbGx5uWMxFgsogLKIACwAALAWAABYAFgWApLKQFlgKT8fvWYl5DaapV9V9N/fy9rr9xfj9xRAPz+tRHJzWfq/xzvRdgLnCAa7Y8TvjdaTilqO9HzefNW+hqsecijX872LE3A4v0TgNLvkNbHQ7XjeirW9gnlDP7DGQH6/KOf8AWDlaKK3mYZYoBvEAefow1vtqJoILFYUnS+HZ7VPRZJzwCwUPD3x8bz3ve9vFZkkfS+nD9tJD+hPUeXqxnU4u7wILQY1A/H70mvjudXhabA1lu50e9u8hY6nlAAAPbIxcryfqw5PWb3Rbvq1PUduiAAwc7B038RDMAAwM/XV5caxzLdlnf80HX4YD28fbWXZDm+mAAAfj94uu+h8PfE5no9y/P6v8EAAAM6/uWdnx4MFgoTJxvbXfqBz/AEoADFysXTbFEM4ADWbPVW+Z5LOhwVlIC6DfanWzyQr+mbTVsPt37+S9lFF1H55njz6w8/TXUBxvZeUFrgcfufCt0v3+ifmgw/P6+ab4+luTycuj+d+XOT6BPHm/RuB76bjQu/PmFmm3z3x73jYulj/WPkntHa+4OA2UE/WsDP13AA0Gq7THq3+O6UwDaEA/PKba9bi8ryE0LDW5S/f03Q9FLzbLNqqyj5/3/D6XNf8AWPk/0Sp1uqFG2AAA/P612smq8MXDq9zrX5/VnigAABhx/FdFzvV5nRdnyvVWeOsbV1gw+I7rhYe4EfT7HtOE7uCNyPXcbhxgsSGblYxoPDe+DTUsvE2w7fiOyi26YUp+O5joOfvVwk1+j5fh72PMhnQsFgAAsAAAAsAAFgLAAAUiwAAALABzXTcRp0MIQd9KPs+Vq9pXhBhrdk035HG7LArX5TesA4Dv/nE2vNC5CB9M9tLurHmwzEKTDzDPD4H0jW6XeJm91Wlrw9PK4k7VLR6QYAfnRb3RZwGcAD8Mc+mTe5+M6De5g5Hrdy3p6zO9W0NitYsAFQFxnD8v1+fK/TQ0ndjx3S2aG5HT4IHlgZ+BDMGm4HNa338KvoAxI22pz7fFz4dvwioAAfvLwszzvoqPP99uNPtujWyh3+eAAwc7A038hDMAA1uy1dWbylnOtWWem8jUdDmLAs82dv6/OfoHO9L7GJrJltPuGAxsB+NRt9RHKGu4A0m2u7fj94y/GJyc9XvFdLy8KCAD9fms9a/P65vpgZAYuVi6bYohnAAajb6a7yIW9xYCwGHmfjEnz8VvVgAAfXdpzPTV4QYAx8PMw4Jg13AfGPrfx+zGFmMADedtyfWTcNY3pLA/P6HN6D6H+dbXzl2et0s9h0vNdLU6Qa7gMfIx9dsMQTgAY3xj7Nx93ncVkfQM63zuL6TPu1ZFzDLAA5LrdFiflM/BkPV+z+/x7r6NvsnL7mKTPGuwDS7rEjn5PD6HCg7Owyfx+5+OGdQDTYkkfSannuVmh/EL9Lt99h5kvHDMYHlwP0H59F2Qi63RfQ/mn0uCNxHb8KcoJ5O96D5E01+pY3y7w0x2vFEurr+Q63TbqxSn4DTbPWdCsP1tj6d+4s+XBgUlgsoiiALAAAACoALAAFIACwKlIAAU8uB67kIe4EfTA+qb3memghDGAPLAz8CGYNNwHzD6f8nn01YtxAdH1/zv6LNxYN6FgAWWCwY+DtmJNZf3+OZ6cNdwPzot7os4DOAHv4Z20W6yo6XmQYAAAAAAfn9eNe/ijzP0YBudNnSQdgOx5kDywM/AhmDTd5+mDjflhV9ADLIx/wBbwbtZ6P5kDFgWAy8T25vRyEvkPXtnrNjchzx6PmgAMHOwdN/EQzAANRt9NSnhaU6Wex8MEkIDmem4nWzrfTzR9LYYX4Yz1vZ8D31a0EcoH41G31GkgaSAPn/0D5rYq+eRhLdOwzr3m55PrJeUGYQFgA6j2xcrnelDG4DFysXTbFEM4AE0231F/iBc5IpKgsHB+Gy1tX1YJAAO77b5x9HhiDXUDHw8zDgmDXcDR/L+/wCAuRBNoAB1/R6fcWPPBmusAABYbna6bc0e8EdoBj5GPrthiCcADx1ey1vR4Cxa5oAAFgPD3M/OJv8AQw9eBu+i/Ou6gl7QULoAH41mz1mu4a7hkB8+5vc6bq8sJI2fg93mHdQl5SwLKOD7u62/nbvcKPo6L6nwvdVrU4XuuG1l5MTyAY/h7+GYwaur5TrY9+rFGb5phdhmdTl8HmfQPfeqhJywLLAsAAAFgsCwAAAFgAALABYFgAApAU5nQ5+BW9QGJwPoXX8R28EIYwB5YGfgQzBpuA+P/YPi9jTzFqIB9M+Z9zvz9yJuMAsABYVBheXv4c304RzgfnRb3RZwGcANnrNvJW3Q6HnLAWAAAAsAGNk4XN9D+Bw/aAP3+Kx3lxcrteVDbXywM/AhmDTdptzzmlrViv2gANz64mV6D5sE1MAAD2yMPM8t6hnYOXQ6m1HpuWAAwc7B038RDMABNPttRQsKWOdB6Ly4FQOJ7fk9bOisR9IsNv8ASflX1WvZCGcD8ajb6jSQNJAPz8v+kfNrVILVQDqes0G/l5ZZmAAADoc3XbHn+iDWYBi5WLptiiGcADy1Wz1nR4Cpa5opLABzWh6zk6/og1ugAbn6x8W+0xRhpoBj4eZhwTBruBwfH7/QX4Q31AFPouZLZ8yDSoCwVAo2O85/oKXbCK6Ax8jH12wxBOABi6/Owen5yyyxRFIAAACcp1sxL83dlzkfQwOu5LoorP0sc2+AB+NZs9ZruGNwAY+UYPpOxyfx+9v1u1fWdEknODOgpLBYCyl6Hnegq9W8b2XN1+r8+FiUDH8PfwzGDV2fGd/DvuRUl8odrx6wwBZYLAUSwLAAABYAFgALAKRYLAKQoQAAWKSXzbcDCr6wGQOx+gfN/pEMQa6hh5YGfgRSn5aSfp+f0eXxj6/8gtRhYjAdRy/R7VuvWT+fqAsACwLDGxsrF5/oghuAfnRb3RZwGcAN5o+gmpbEXuAsBYWAAsCwAXX52BxvWhyvUAAdRtue6Hq+cCer5YGfgQzBpu5Lq+Li6MEPTAAz87XbHt+CC3x6gAAZeJ6c/oZWTi+/lvV7oen5gADBzsHTfxEMwAHlqtnraFhK73lILlEBUGl3Xnjf52/X5i7AF+ufIvqcE+aILIH41G31GkgaSAavgO14q7zwnrjPY7vLsm41QwAPOOx+fLyee93m+2sRWtm1hnZtYNnj4njnOS16TOwa9lsGvGdk6j9T87dvx++54MszoAB4cH9E4aLr4gi7AAD7R8X+rx6boRxgY+HmYcEwa7j8HyXA/X56MAZwAzcLeZi7eFjzYCoAAWBl9HzPTVOwEHQAY+Rj67YYgnAAwsLLxOr5gJqpYWAAAsFlEoef6vprL0Szi+oAA/Gs2es13DG4YJfzvHpcu3u+SQarAAAAKQF32g3lbpe2JlqvY+NzreSsSBnOP4e/hmMGv7+oc11VSYSPXyHY8kAWAAFQAFgAWACoAWWAAAFgChAspLAAABUHIavv+Rg72uGnRHQxaXt9V+uTQzfxioI/b8+bXGLz2/0FuQJ9lg/evzWc8347rS3rA9JNvx32F0EvHCTnALAAoQHjh52DR7wV+gB+dFvdFnAZwA6bmeqsc73FziAWAUQpAWAKfnA2GDx/Wfkcn1J0W5tc/hHffveLj+t9sq5zde2KatqcDeaLXNfljONyfZYUN/mm81Nbq+IitAZmxwc7t+CsW3x4AsALAzMvZbiDqYLOQ9DBZzDBZwwdb0GizjFQxUFQeWHsU1TUfn085+UDUsBSA47UdrxUXVDE1+j/ADfvIpukFa0B+NRt9RpIGkgHL8p0PPX+aEsLruU+mbVfYSc4AVn8Yf68/O++eHvqoOjtWp22MhHIA8vXx2eAmAAAZey0e863jg6Hm7LCwHO9Fzel3QCD0Taavrqd3FZ7mdPA23gNldYw2TWmMzHxseTOxa5nOx88Ixr7nt8YGPt22vFzIx+t551vJd/JQ2ZZuHFEKIAAHp1XJdZV6tFfpgMfIx9dsMQTgAa3H9vHseVF3ggABSFIAABZWelefpxPVBjYD8azZ6zXcNdwyfj9+UtbFldryqAAABYBYFxG2VuuA6Ot1elnl7VOlOb6RnPyfC+y6mTb5R4fQfZnhuu3iDcIt3589TNX2zkOo6nm/cuYIUgLAAqAAUgAFgAAKIAUllIAAAAUgAAAMb85f6rWPH3POXgjzrMnG01zodY137qWv1oN1qLdX8LJ4AzqBd5oupvUdfmeku0hc6QAFgAFDR77z8/0uF/H6xOxZyWKbZTFGVrvfCPd4D3eA9/fBy2u76PRe9SLolnT5IAABYAAPH2sNvXM7y4vr+9y9Rt+nyKNsAAYvP8AQc/vEG0YDFymu/Fzb4nJ9Rh/vPyp+bP0dbyAudIsFgsADSabIwJ5/d4M593gZ93gPfWZmLFNivBBb93gPd4D3uOPqXpp9xJyAaAACjhO61eLHFiLp3r9l18cmub9DY0DfjndR2egxnVtoxnVtoPl+o+r8Vap86em2vQdj4e8vJDMQDx9sHm+g/I4ftRv5q2g2H0KdrznzjF+m6fndXim61dPpePj7eOJfATAAAG11Wxt8XML2/CIApOc6Tn9LnNm8p+o8t4cXuBFKAAB5Y+Rjyg3AAAxyWPkY/b8v+/pvCd7PxViTmlgAKQF85h830OZvOXc/vdU0Oz2xlua8op+q8Oc8m29c0226VzW1kh2DU4Gu23mpT096wc7q+SWJaYABYFgA9MnJ5Pa1352avYyffXfqv0M9g/pnMYt2x7azL1jbIY003ymHNds3wx5tFUT0bKu0Is6fIAAAFxmaLf8xVv6EO/dpqh1u3+dtcfW8v4zl66/TMHh9RHt9F1fCt8dNqtck1sN9XacZv8ANbsmsz5OJ6CSIAsCwAAAsAAAAABYACwssACwAAFIAAC/r8/riXQ5doMHM9NqJ+n6CL1f4xcrFlJW+nNe+r/HY8rv8jmP3pH03VY2RZ4oWKoApAACks/VSajzXR8OL7uWs/NXXaDr74CyyYWbhApGXsos6/efu0shHnoMnU7br8eCWFYLLBYCiAFIDK6v55zWbv3R8u3sN7tGg2Mcue8/3rtjc/0HP7xBtGAB5azcaqSj+BtUAsACywAWeZxnmWZwAAMrpL0lW98Rfr86SgAAdf0/GdnvzBcwQpFEUI0jfT/jX/RIOv3/AKkdgADw5zo+c3iDaMBhZpn4n1mDp2v0+a7YzckGopj43r5eZ+ivT0m8XhnYPNLH0d8qdjhfVXyofVZ8rH0nUcb4aSdP5cq136b8821k6P8AXNMbdN+uXYz2Wz57r5uTBe84BYDV7Txjtc1uzzX0YIpQAAAPLHyMeUG4AAGOSx8jw7fl+s6XEy7XmhcwQolEUJcWvfeB533wR2NhuOXTVffwIbLz9PLOccTm70iSvs9Ya7BrNm7DX7Dt+CC3xwCwFIBYNp+tfhea9bvWDm0r1GuQAPPW7LXY3gxsqApH5wN9djdVtenyIPQeXssACwfqWvJR5fp+Wu2yTbmNf26zN86n0TAszcU6bAsS6Dw2H5mxgtvkx6aDJ336j01OVmI9Px+yPVvtDvLVTMV0uZFEAsBYCkKQFgFEKSwAWAABZYWAKQApLBZYAKg/f4VpP1j+/M073UDiStfsM6W5zzt1n0HC4vd6mTHNOlb6/KPx6dja5vFOz4zOO+2nM9Ne80G1csACiAsB+/z+uTbDi3AAy4DqeW7nq7aznu45WDbX6/cabobdEKmZQAyt9zHUdDnIXKQCwWAAWCwCnO6j38LVgNsgfrKw2Ns3XfjUVbXQenNopen9OUHWuSHW9H8v7TNbohvzlQWAAsAGHma7OeVFiYAGR74fUPbd6Wh1fkOk77gt9IogANx33zj6Pvz7DNUAADXcTvdDH03Vcr+47vbOLa2+0cWO0cWOx1Whwsx9XOVZ16pyo6q8oNpqLNq/v9I+YdvtS3wk56y4zgen6yeN65j+86Xn8X23vU8/03zh9Ht3n/N30gfN30iHzjD+p6vOPmTuEkHDu4HDu4HDu4HJbXZ6yTmhtULBYLg++LxPYhzPSAAAAAeWPkY8oNwAA/DXlcrB7Hu+P30LPnLLAAAeMVr8eX5zvOfQOh5XpeVliGZVvYbbanOuT1fG7Ger+9JmYcVhvubzbtRgevlBbMy5xhDSfN2Gv2Hb8FYtvjywFgBYAF4PvODj6uP+/wBbGDs+GXpUe/TZXHos9xk/Pke30TW8XhaY7rw4xvr1WNzyXTbYeL+ptJNrq5Ndz3PA97NxQ3oFgAA/X5/VWWjzPSAAAA1Gq2urvzBLkAAButLuLFbYDqcoAsAAAAAAAFgsAUlgAAAsUgAFgWAAAUgPDhOw46Dud1mcH1HD32jTa5a+jTkWO70+r1OLJr0Dn2+ON7jh/wAXOV3HDmcb7tPn30K7wUs3oLAqCoAVBf1LwLwc6yAGXAdzw3c9Lb05XquVr7Y+m3Om6e3REq5oAJ0vN7+3SyodHnLAAsAFgAPH21m2eaFqwAAB4ajb6irbCGYABvtDmZ0+lVN+QKQAAFQXUbbSbZ58TzOy41rJ9q/XzP6dS6H5/WejlaDf6DOMHFzW8OEzeZyyvnmP4ZyB7/UPlX1TaisbUwAKg0fJ/R+I0v4Hp5+kXXDWyAB+cLNwmh0vnWs88LVMB+P3+Nq9+jc72EnKWN6YAFSj9fPvKr6n6O+cG30d84YfR3zgfR8HhvDOOycK2i7pwo7pwo7pwo7vcfLfqEnMtiTmgLPzrLi+Z5T6YPTLzfr867s/B3+sB7NKHi9h4vYYOHs8DG3m9GNvN6w83qPL5z9L+bdSp+vout2ne8pBvTWAACYPt4ef90FHtj9sfje6JvH13J/ltGENl5evlsxxPgDd/vQrFAK9/N2GJl9zwCxa5QAFgLABeD7zg4+r9I7P5H10HS4LT5GPmcGX6/OQfRuS+rcTtS+XjE4DsuN27X6n866Thdob9D+b/SN6EEnNAWUlgfr8/qnNR5vogAfn8aHnOha+gvnyTfq9XoPCw6ZzLZ1H61mzrxhrqA2+o2s9fZjq8kCwFgAAAsAAABYLAAAAWAAAsAABSWAsANJy/Rc7X9EGt11nJ9/HnaOlVd+U13Z6WTXTNy21+PdBoPocW3M899E+dse3035Z9R6fDtiTlgWAKQAH6svm+iFOYBgZ/DWs4XU8k7G/0jleo5fkMfTbLVdTbpX4/dTKUAN1pdvYrbEdTlALAAABYDRb3mJN9cLEwAAHhqNvqKtsIZgAAPqXrq9nJx7BqBYAADQdBzm+2mE0oDKxWM/Vum+WfU6HUug3+g13xPL1wN4eK5U2yAA+pfLfpu1PJLtRlgKJYGj3vz/Wz4/r8/qD0IYlAA/OFm4WdO08+PUrwXecA/P6/OYvo+dxHbz8GDMIpAW/nIZruFT0fDu4M8O7gcO7gcPg/RtXnX586xJDybrBybrBybrBye03Gs3peVjfn2A8vXGp9bwMnhe188r9TveIw/P28+F7TM3Hn6Va4axgJn7G5Xweb67R9GnqmbhcbqWLDKgXW7G9fiwd/wAwAKSwF8orWJDy30oe+8Od0/JfmzTwcDIxXG/T8puN+n5H6w/XQTSezH9psfp+WMfp+R+tpqczbXt0X+eWAAACwAXg+84OPq44h7SzoGP1pfvnEIfmQT5er98LMYNdh6fScrat8Yfr862QPX6d8t+oy8qkk5YCoAP1+f1Rno870AAOc5zo+c7nTC1Lj+Hv4ZjBrt9nrNnQrhHoA2mr2U0G2HW5CwAAAACkAWAABYAWWABYWWACoALAAABZYWBzOi3Wlr+mDWy3Wl39aztGS4/Zw8XZ4cmPB7t3Dfv8Z/X83h+Ox12cPpnzP6PPzMtUvHQCwsAAD9U8x0wrSAOY6dM+a5/Y5F/ZyXW8lWzy8/X57udlu9LuqG4QgGz1mymg2w63IAALAAAUcd2HEzSfkTSgAAeGo2+oq2whmAAA7boOT6zflrGYbAAAKJzXS8xvtqxNKAPRn6b1eP5c3rZfL8fx8sP2G8r1Oufk2q7nhtsgAPpXzX6NtV2A256oALBeQ664l+eT18q3qAbAAfnCzcJp0/nsPLk9jkR1+IA9vHc5i2fTWT+eFzpALA/P61+Jchwir6fu3CDu3CDu3CDu8LkfDOOoce2i7Bx47Bx47Bx47Dc/Nu52o7kTcdYL4eyKz+f0bxhtF5fv9yve2n6/P68t6sNNwL0HPb7oVPxpc7A63P1vnZ5nvBrssCy9fhod/wA0AWCoXFycSh3PL9fvJ5novz+v1e347XT9YnnfceP5L3iAYA8Oc6vBsS6TIJNQxgB6+Vzj6FLL9EUgFgsUlgsC8H3nBx9XHZe5h7PN+/gZ+lclojUG35ws3CaBnTq/fjTQerfydDoGPz9O+Y/SZOdlQl5ABYAW/n9UJ6PPdAADnOc6PnO50wtS+GP7+GYwa7fZ6zZUK9EegDY67YSw7mHX44AFIFgKQACwAAAWAAsABYAALKQCwCiWAAHKafcaev6cNbD6L866GPb7G+dKc3daLnsKTTrpyV3xwv0b5xstNOx+c7TV5Ponzv6Jf4+cJuOsAAACwfseW6gQbgAAfnleq5W3J4Y+wW9/z+jUAA2Gvz5YdyOvxwKQWCwAAPHjet5KeUJZAAAPDUbfUVbYQzAAAdB23Ad/vzgzWAWABUHLdTyu++uE0gDpuZ2mkn0T5liMbNZs9ZjOP0/MK9z6t8pz8U8gAPofzz6DtV2tjbnlhYpAPP1wMScUK3qwAAPzhZuE0DOoMAM3C/bX6gSz5lYYAAe3js9Za61W7/JOtHJOtHJOtHJYHeavOvDujbw846NlzjoxzjoxzmRu8DatjyyTmAAAAFjO0/X5/XjvcBpuA/X5Zxj4eZg6yWLjMDNgLL1+HLHf80AWCwPz+mkou8UsH50+60lG34LKWwAp489v+et2P17eHvtGGuoCWZx9C/X5t+iBYAFgAVBeD7zg4+r9L7H4z1MHS5TR+nnmcGXr5ep9h4vuuJ2o/OhiwA7Ti9i1+s/Pdrxm0OL9E+d9/mvtITcawFQAv6/H751gOBfAA5znOj5zudILU3hj+/hmMGu32es2dCuJHpQM7BzZIt3Y7HGAVAAAAACwAAAABSAALACwALAAWAAAsOV03YYcPd5t0jWbm91lZkE/7ZTmdXCxdr5bte2M2x89/HW/nrcHlHVmOU+i6Xo96XrFk5qBYCwFgsH7fm8C/UR7VBUFQTleq1c++qbVPtqm1GqbUaptRqs3I999Myx0uYAWCwWKJYFhr+X7DWzS6Fvpvtom+hom+Ghb4c1qO4xK9jknWo5OSdaOSdaOSdaNH9F53o9qkGa6wCkWBYOT63U7bcy39lk59v6c+340DfjQazs8WOXjnWobHJOuhyTrRyTrRyXf67e5gy7G1MBYAGq2uJibh3R2Du826Qc26Qc26Qczhdl4Z15R1Zryjqxyjqxyjqx0Pt5+k/CWGtgAPL1w8TeLmVf0fTOZYdM5kdM5kdNh6XxzjaNIzFu2kG7aQbtpBu95xHY709oJeQAsABYKhs/3h3zfqstiNdstiDLYg/eD7+Ou8ozFEUB0eVC9fiQCwALAAsF0m7w68mpmyU5tdNkNbdiNbhb/AMdnJujk2eddEOddGOcnSDfrLlRYLAFIABYLwfeaPTocu6RF0+bdHTm3SQ5x0g5nD7HwzryjqzXlHVjlHVjlHVjlO6wN1vVzoScosCwLB+/xaM/6RyrVQVBzvOdrrupe5t0ieTk/Dr/POnKOrMavZ5mTUg1TatNdU2o1WXleu+mdY6XMLBYLKEsFlIACwABRFICwLAAAAAWAACywWAAAACoAFgAAAALBYKgAAAAsACwACiAFIAAAUlgAAsAACwLAAWAABZSAALBYAAAAFgAWAAAAAsFgAAAAAVCwAACwAFIUgAAACwAqAACoKgqCoKgqCoKgqCpSWAAAABYAKgAAAALBYAAAABSWAAACwFgFIsAABSALABYAALAsBZSWABYALAsBQlgAALABZSAsAAAAAsALAAAWAAsALAAssABSAAssBSVBYBQgqAAAAACwFgAsBUKCWCwLKEAAAUQAAFlJYLAWBYLAALAUQALFIAUiwAsCoACiAWACywqBYAABSAsBYAACwWUlgAqCkAAAKgAAAAsBYFgqUllIAAACwAABSAAqAAolgWCwKQqBYAAAALAAAWACoFgAsUQBSAAqAAAogLLABYFlIUgBRAFIUgABSAsCkAAFgWCwLLCoFgsAAUgAAAFgAqUlgFECywAWAUIAABSLCywAAqUlgAFIUgBSAAFIAAAAAsLAFIAAACwCwLCwFgAVAAogFgAAFICoFlIUlgAAAAFIBUAACiFJUAChFCUQAFQALACggACwsCwACwAVBYAABSAWCwABSWBYFlIogLAAAAFIsFQAFIollJUFQLCwKCKIoiiAAKJQiiKIsLAAAAALCkAABSAAAAAVBYFlIACwAAFgALBUAAAFlJYLAAqCxSFIBYAFlJYFlIAAsAAAALALCwBSAAAAsAAAsLAqBZSWCwAAAACwVACwLAsACwFgFIBYCwWUlgFIUgACwLAsAAACwAAFICwAAAAAAFQsUiwsBZSAAAFIBYAFgAAAAqAUgAAFgWAURRFCAAsCiAsABYBSAAAssAAACwAAVCxSAsUllIAAUhSAAsBYABSFECoAAAAFgWCpSAssFgWAoiiAsABYAFgFICywAFIUlQAFIoRSAsUiwssLAWAAsALAWAAUgAKQAAAFEAACwFQFJYCiLACwAFgFIAACxSAAFIsAABRFICwFgssACiALACwFgWAAAAAURSAAsAACwBSFIAUgACwLAsAFgFIAAAABYAACwWAAsAFgAsAAACwAFgAWAAsCglIUgAAALAAFIsAABSAAAAVAUgAAAAFgAFIAABYAFgAsAAAAsAFgAAALAUlgFIAAACwAAAAABSAAAsBYBSAAAAAAAAAAFJYCwWCwFgAAAAAALABYCiFCAogLAAAqABZSFIAACywAAAWAAAAAsFgAAAFIABYAFgsBZSAsAUiwAAAAAsAAsAAFAAAAQsBYFQAAAAAAAAAAsAAUgACwAsCwFgAAFIsLAAFIsAAAAALAAssAAAACwsUgAACwAAAAWAAAAAAAsLAALAAACwFgAAFIsAABSLAAAAAsLAAssABSAWAsLAAAALAAAAAAAAAABYBRFIAogCwAsAUhSAsUiwssFQLAsFlIAAUihLACwCwKEogLLBZSAsCywLAAAAsLALAAABYFgLCxSAAAAAWAAUgLFIsLAWABYACiAsogFgoACBUABSLAsBSAFCAAsAAAAAAFgAAsAsFgsUgAAALLAsALFIsLAVABYABSAsohSWAAAsFQLAUiwAAAAWABYAAAABSAUIACwBSWCxSAALACywAAFIUQFgFEAUhSAsAUgLAWAsCwAFIsCwALAsFgAAAAAAAApCxSAsCxSWCwBSWAsFgssLFICpSKEBYAKgKIsCwssCwqURSWAolCFJZRLAAAsCwVAAAAAAsALAFCUgLAsAsLAFICxRAAsAUgAAAAAAFlCAsAAAAAAAALAWUIAAFgsAogBSALCwLFEUgACiAAsBUALFEACywWAABYACiAAWBUCwAAWAAAAAACoKgsACwLAALAUgCwsCxSWAAAogAAFQAsUiwApBZSAFIABZSAAWAAsAABSWAAACwAFgLCwALAAALAUgCwsAUllIAAUgALALACxSAAVAUgCwWAUiiAAWCwCwAAFIAAAUQAFgALACxSUIsCwFIAsLFIBUALLAUQAAAFgAAAWCpSWAAACywpCwKlEAAAsFgWAAsACwFIAAsBSAAAWAAUlQsACwFgAAAAWABUALFEBYKgWAAAAAAACwLAALBYKgAKIAogFgAVAUgAABRAsBYLAsCwAAAAALAsBYLAAsACoKgAAAAAAAAAAssFgqBYCiALABYFgVAUgAABRAAWCwLAsAAAABYALKJYLFICwAFgsAACwAAAAAAALAWCoFgKIUSgAAGRGLALAAAUQAFQsCwLAVAsKgLABZSAWCyiAAAAqUSiAsABYLAWAAAAUgBSAAAsAsALAAALAAAsACwKIAsAFQAWAsAFCAWUSwAAAAsAUiwAAWAAUgACwFIAUgCwAALACwAACwsAAUQCwFIUiwAWAAAsAFlIAUSiWAUgCwsAUgLAAAsAUgAAAABSALAAAsALAAALCwABRALCwACwAsAAAsBSAAAsolgFIAsKgFIAAAsABSAAsUiwsoAABkBLGAAABSALCwAALAAAALAAogFgAALBZSAAoAEUgFQAWAsFgLBUACwKIAUgCwWAAUSwsogCwsAAUgAACiFIAAsAFCAWAAUiiWAAAoiwsAsFlIBYBSWAsCiALAogAFgLAAAUiwssALLAAAAAsACiFIAAUgCiALAACyiWAAUgCwsAsCwAAAAAUIAoiiAFIABZSAFCUiiAWAAAAAAAohSAALAUhSALAACyiAsAUgFQAWUiiAWUhSAAUIAsKAlAAEBYABSUIUgCwAFIABUAAACwLAAAUgACwAoBCywAVACoLFIAsAAAAFgssACwAKIsLKICywWUlgsUhRFEsBSFICggAAALLAsABRAAAAsAAABYAKgsUgCwAFIAACywAAAKICywAAWAAUgLFIsABSALAAAAAAUgBSAAFIAAAABYAKgsAAsALAAAWCywAAAKIsLLAABYLAAAsUiwAAAAAAAFIAUgCwAAAAsAAABYAFQsAAACxSWAsFgoIUiwsAsCwLAAACwLAAsUgLAALAsAAAABSLAAsKlEBYLAALAAACywsogAAAALKIAoQCwssAAFgAsUgBSAAAWACwACwKIUgAAFgssLAAqUQFgAFIAAACywssAAAAABSAFIAohSAAWAAUgACwAAWACwACwKIAAAAsCwsACwLLBYFgFIsAAALKEABYAALLAUgBSAsUgAAAAALAWAsBSAWACwCwLAogAAAAFQsACwKgWBYBSLAAUgBRAAWUgChKAEAUgBSAALAAAUSwWAAAAACwFgAALAAABQgAAAAABSVAAAsKlIUgBSWCwAFgWABYAAAAAAABRFJUBSAFIAUQFgAALAAABZSAAAWCwABSLAAAsLAFIAUgAAAKgFEAAAAAAAAURSLAAAAAUQKgAALAAABZSAAAWCwBSFJUAAFBAFIsBSWBYAALAAWAAsAAACwAAsBUAAAAAALAFIAUlgAAAsUgAALAAFJYAAFgoACxkGCiEAALAFJYAAAAAAAALLBYAFgAWBUACwsBYLLCwFQAqACywWABUALAAAWUgBSAsACwALAsAsCwqCwALLBYKgAWAABYAFgWAUgAFQAAsUgFQAsAAsFgApACwFgAWUQBSAsACwALAsAsAALAAsACwCwWACyiWABYLAKIABUALAsCwFQsCywAVBYAFQAsAsBSAsAUhRAAssALAFIsLAAsABYCwqACwBRFJZSAAsAUQLAVAAsLAApBYLAALBYAFQAAt/NKVmFIoiwkoQYAsAsABSLABYLAALBYAKQALCoFgAAAAFIsAACwAAALBZSAqAABYBSAVCwBSAAsACwALAAFJYAAABSLBYAKQALCoFgAAWAACywWACywAFIAoILAqCwAAFlICkLAAAAsCwLAAAWBYLAWAAAUhSWACywAAWBYLAAWAAAsAAAAAACwWCywWBYAALFJYFQsAAACwAAAAAFgqAAAAAsFgsCoAAFgWCwAFgAAssCwAsABYAAFgLBYKgAAsUlgWUQAAAKgLBYAAAFgsAogCwLAAAsCwLAAABYBSAAAAAFIACwAAFlIBYAALFIUQABSFEAUgBSFIAoiwFIsCiALAsAACwLAsAAAKQFIAAAAAUgLAAAAFIBYACwsUhSFIAAURRFIAUhSAKIsFlIsFlIAsCwAAFIAsACwApAUgCwVAAAUiwAWAAAUgAAALFIUQACwALCxSWAAUiwFIsFlIsFlIAsAALAFIUgACwApAUgAFQWAAAsFgWAAAUSwAFIUQALFIAsCwKIUgBSFIAAAAAsALAWAUgLAAAAWAAsACwAsUhSKIsCwAAAWAAAAsAAAALAAAFICwCwAAAFIAAAAAUgALAAAAWAAABYALFIUiiLAsABRAAAAALAAsAFgAAAAAsAsAAABSAWAAAAUgALAAAsCywsAABYALFIUiiKIAAUQAAACwLAAsLAAsBYCwFICwCwAAAAAFIAUlgAWACwAALAAAFIAUQLAFIoiiAAFEAAAAsCwALAACwAAAAAFgAFIUgAAAAAACwAKIAABYLAAAALAsBSAWAAogAKgALAsFQAsCwAFgsCwBSLABYCwAFIUgAAALAWUgBRFIAABYLAALAAsAAFgWAAUgBQgALAsFQAWCwABRAAALAAAsABRFIAAAUgFlIAUhSLAABYKgAAAFIAAAAAogBQgALABYBSWUgABRAWAAogAAABSFIAAAUgFQAFIUlQAAWBYAAAFCAAsAUgLFIAUIAFQWBUCiWAAAURSFIAAAAABUAAAALFJYAKgALBYBSAALAUiwAFECwALAFEsFlEUgLAAAWAAoJRAAFIUgCwAWBYAFQAFIAsFgWAUQACwWAUgCwLAUiiAFEAACwAFQWCxSAsACwLAAFCURSAFIAsAAAAAFCAWUgCwWBYBQgWAsFgsAAsCiFIUiwAssFgAsABUALFIBYALLAAAUJRFEAAsAAAAALAUIAUgCwWBYBQgWAsKgsBZSAUIUgCwAsBYLAsABUBRAAsCwLLAAAAAABYBSAWAAUgCwsAsBSAsAAAsLAsUgAAFgAWUiwAAsCywWCwAAABSAsAACwAABSAsUgABSAAAAALAAsAFQAAAAsCwCwAWBYFgWUiwAAsABYLAAFIAUiwsAAAAAAUgLAAAsUgLAAAFIsACwAVAAAACwLALACwFgAFIACwAAFgsAAUgBSLCwCwAAAAFICwAALAAsAACwCwAAAVBZSAAsCwLAAAsBYLAFIsALAWCwFgsUgCwAFIsLAALCoLAVAAABYBQgWABULLAACxSAsABYALAsAAAAUgFQVAAABYACwKEsAAAKlICwABSWAAsAAAFlICkFgLAsKQAAsAsLFIBUALAsAAAAsAFQVACwLAAAFIUiwFIACxSAsACoALALAAABZRApBYACwoICwLAAsUgCwsACwAAACwAVBUALAsAAAUhSLAABYLFECwAKgAsAAAAAUQKQWAAUAgALFIAAAsLAAAAAAFEBUCwsCwLAAAFIUgAAACiALABYAAACwALAUhSALAAABYCwssAAACwAFIBYLKEAUhSFIABYAFgALCoAAFgsAsACwAWUgAFgLAAUhSAAssAAAACwKIAAAsABRLBZSKEAAUgAAFgAWCwCwqAAAUQCwsAsAFgAAWAsABSFEACywAAFIAsLFIAAAsABRAWUihALAUgABRAAAsAsKgAFICwCwsAsAACwsBYCwAFICwALLAAAACywFIAAAsABRLBZSKEAsCwALAACwAAAKgLAUgBSAAFIUgABSAAAALAsALAAFIAsAACwLAAAUSwAAFIACwLAAAFICwAAAACiLAUgABSFIAUgAAAACwLACwFgAALCwABSLCywAFIAAAUgALAsAUgBSAAALAAAUiwsUgAFlIogAAAAAACwAAALAsACwsUgFlIsLAAWUlQAsAUgLAsCwAAALAAAAAAFIsKlIABZSKIAUgAALAAsUgAACwLAAsLALBZSFEABZSWAAAUgLAWUQACwAAFIBYACwALAUgAAAAAFgVBUAKgKIAAUlgsAABYAKCWAAAolgAFJYABSFIAsAAFlIUiwAALAAsBSAAAAAAWUlgLABYCiAAFJZQgAAAAqUlgFIAsFgAWBYABSAAVAABZSFIsCwAVAUlgAAAWAAAAUlQssAABSAAFJZSWAAsALAWBYAACiWABZSAAAAAVAABYAAAAFQFIAAAAAUgABSUEAAUSwAFIUlgWAAACwLAWACwCiWCwAAALAAFIUiwAFIAsAFgAWAAAAABYKgAAAAAAFECwAFgFIAsALAqAsAAAAFlIogBSAAAFIsAALALABYAFgAAAsAUlgqAAAsAACwAsCwAFgsUgAAAKgLAABYAFlIolgWUgAABSLAAUgCwAsAsAAAFgsABYKgAAKIAAsBSAAAWAAAACywqAsBSFJYFgpCywWAUgBSAsUSwAAsAAAAsAAAFgsAAsFgAsAACwCwFICwCwFECwAALAWAsABSWAsLLCyiWCwALAoIAABQgFABAAUIAACwFBAsAAAAABQlCUIBQQLAsAACwLAsAACwALAAoIACwLAAAAAAUECwAFCAsACwFBAoIACwLAUJQAlCAUECwLAAAsCwLAUICwALAAUIACwLAsAAACwFBAoIBQgLAAoICglCAAsCwAFAACAUECwLAAAUECwLAAsBQgALAAAsCggAAAAAKCUIBQgLAAUICglCAAsCwAAKCUIBQgLAsAABQQLAsACwP//EAFgQAAEDAgEFCAwKBwkAAgEDBQIBAwQABREGEiAhMRATMDJBUVJxFBYiM0BTVGFykZKxBxU0NVBic4GToRcjNkJVgsEkQ0RgY3SistFkgCVw0OGEo7DA0v/aAAgBAQABPwD/APfldVzdZKiUUuMHHkND/OlLc4A7ZjPtV8a2/wAtZ9qhnwi4splf5koHWz4jgH1Ei/8A1fMhAVIyQR51XBKk36AxqE1eLmBKfynfLVHYAPOetaeu9we40o0TmDuaNxxzWZma+dVWsNBNVNTZbPepLofzLTGUM9vjkDqfXGo2UzBapLBt+cNaVGnRZfyd4D82xfV/9WZEliK3nyHRbGpuUq6xhNfzn/5UiXIlFnSHjcXhU1Liiqi89Q75OjaiPfw5jqDfIcvASXeXOif/AL/9VSIQFSMkEU2qq6quOUYhi3ARDXxi7KfedfdVx8yMl5VXwK33mVCwHO31roHUC5Rp4fqiwNNrZcZP/qlOnsQGc98vRBOMVXK6SLgfdrmNJsbTwUDJsxMFUSTYqLrq039DVGZ6oJbEd5F6/pbVWqtVaq1VqrVWqtVaq1VqrVWqtVav/oXdrq1bgzUwN8tgf1WpEh2S8rz5qZr4RZ70cNUZkqpsfmFAYuAJtkhgWtFRdS//AFNvF1C3tZoYG+adynR86044bzpOOEpGWtVXwqzXYoB726qlHLanR86UBi4CGBIQEmKKi8n/AOgmC1gv/wCo11uAW+Kp7XC1NhzrTzpvvG66SkZriq+GWG69hmkd9f1BrqXoL/n+TdIMbU7IDHoh3S0/lOyOqPHM/Oa5tO5Rzj72jTXUONHd7i5tlmnVglFMlHxpLpdZrW/u+OP2lrf3k/vnPaWgnzA4kp721pu93Jv/ABKl6aItM5TSh78y056xWmMpYh6ngcaX2kqNMiyfk74H5kXX/wDqBIfbjMG86WAAmK1PmOTpRPOdQj0U5vDsm7nvgdhPr3Yp+rVfd/ls5cdvjOj1JrormynFAyorof7rQp1rjS3GQuxQGlnSfGqnUiV2ZJ8cX5V2ZJ8cX5Uk2Sn96q9aJSXGQm1RL+Whuh/vNCvUuFBc2l4wGNBLYPiup1LqpNexdXgj77MZtTfcFsedamZSgOIwmVP651KuMyX398lHoouA8ImpcUVUXnqJe50bVvu+hzOa6hZQxH8BfRWD9Y0JCQoQkhCuxUX/ADGpCO0kSlebT95KV9tOeuyA89dkB567IDz12QHnrshvmKuyW+Yq7IDz12Q3zFXZDfMVdkB567Ib89I830qQxLYSf5LyjuHZEnsVpf1TS6/OXh4GTbgm2SiYrii+erXNGfCF7Yew05l/yu9OYa1Z2eXMNOXJ0u9ogJ61o3XHO+GRda8KDht8Q1HqWmri8PHRDT1LTM9hzUqqC8xeAGYtgpuEgim1VXBKuGUaDi3AHOXxh/0Sn33pDiuPuE4fOq+AwrhKgljHcVB5QXWK1bb7Hl4NvYMO+fil/l83ADjLr5qKSv7o0ThltJfARMh4pKlDIL95EKgeAuXBfP8A5HvU7sGARD30+5b+gbDO7Cnoh96d7kv6L/lTFERVVUwp+4thqaTPXn5KekPP98NepNngbL7rPezVE5uSmLiBankzF5+ShVCTOFUVF5eEuVzYt4frFz3F2NptX/xKn3GRPPF4sATYCcVPBbXfH4eDb+LzH5jUaQzKYR5g0MV/y2ZiHGX7qcfIvMng4OmHnTmpt0T8y83+Rb9M7LuJZve2u4H+q/QVhmdmW4c9cXGu4L+i/wCS005MxtjVxj6KLT8l19e7LueQU2eDsSHGC/Vl1pyVGmtv9yvcHzcFeL2MPFiMqG/yryBTjhuuEbhEZFtVV8HgzX4L2+MF6Q8hVbbizcGc5tc0044LtH/LLr+GIh66VVVcVXX4U0+qaj1pz1t/yFeJfYlsdcTjr3A9a/QeTkvse5IBcR7uF6+T/KCqiIqrsSpVwxxCOvWfhcSeoYA/iQ8hcqUKoQoQqiouxdO+XreM6LEX9bsM+j5k8KjvuxnheYJRMdi1arm1cGOi6PHD/K7z2diIr3PhrTqtr9XmoVQhzhXV/kHKqTnyWow7Gxzl61+gxVRJCFcFTWi1DfSVDafT98UVevgMU50rOTnSs5OdKzk50rOTnSs5OdKzk50rOTnSs5OdKzk50rOTnSs5OdKzk50rOTnSs5OdKzk50rEedOBT6NMxAFI1QRTatTJhPqojiLfN4bElnHXlIF2pTZi4CGC5wro3+7diB2NHL9eSa16CeGRn3Yz4vMlmmNW2e3cIqOhqJNRh0V/yq+7ndyPF8PacVtfq8qUioqYour/IE9/sme+90yXDq+hMlX8+C4wu1osU6l3VVBTElRE58acnsBsVXF+qlHc3F72Aj+dHMkHtdVOrVSuGXGMl++uusErDzJu4eZKwTdw8yVglYeZKw3ME3c4ukvroZL48V4/XQXF8eNmnTdzbXvgKP500626mLZoX0gRCAKRqiIm1amSikHyiCbE/r4fFklHPFNYrtSgMXAQwXEV3bvcBt8VS2unqbGjMnDI3CUiJcSVefw23TXIEpHm9mwx6SUw83IYB5ks4DTFF+jtXB6vCpDmHcCvX9AsOZpZq7F+n7m92PbZDnMC4da6tBiM/JUhjMOPKOtUAVKviq5fw+V+CVfFVy/h8r8EqVFElEsUVNSpTEOVJFSjRXnhRcFUAUkxr4quX8PlfglS2u4iKqUCUKJrVVaLgLRktdrxD7LgtNm1nKGs0Su0HKLxDH4yVccj7zbYLsyWy0LLXGVHatdtk3acMOGIk8SKqIRYJqSu0HKLxDH4yV2g5Q+IY/GSpkZ2HMeivoiOskoGiLimKcBilNsvO96ZcP0BVacbNos10DAuYxUV3cl3t7uat+NBfWlEYgOcZIKJyqtP3JNjCfzKlOOuOri4al4Uiqi4oqovPTFwdb1OJvg/nTEhp9O4LXyou36OnSt/PMDvY/mvP9AwpSx3MCVd7LanN56TBUxRdVOuAy0bjhIIAmKr5quM058w3j2bAHop4fk5cex3+xXi/VOrq+qX+UnDzAUvVSrj9BRzzhwVdafT2U7mZakDxhomh8FPzvO+wTdn/ADjK+3P/ALLXwU/Ms3/c/wBE3Ln81S/sT9y0PEHq3GWHn1wYZcd9AVL3Ulouapiltl/glTsKYwiq9Efb85tEiUm58GP7K/8A9Qe5l1+x0/qH/slfB1+2DHoHu5UftTc/9ye5FhSphZsOK6+v+mClQZKX89lrfo8k7+G21v1KhyoR5syM6wvM4CjuZNW0Ltf4sF0lFoyVT6kqJZLVDBEjW+M3hyo2mProQEeKKD1JWX0BiXkxJfdBN9jpntnu2lp5uU3KREEQXFPPTz7j5YuEq8ycieHIqiuIqqKmxagziMxadTFV2F9Guhvbph0Sw+grZJ/uD/kX+lZTz8VSC36Tn0DY5/Z0FM/vrfcn/lF888/Mn0GB5hoVIuP07lafcRg85FofBT87zvsE3Z/zjK+3P/stfBT8zTf9z/RNy5/NUv7A/ctBxB6qyQyIYSME+8hvrp6wYLiglNMtsAjbLYACbBAcE3FRFTWlXzJO1XgCU2AYf5HmhwWrrbn7VcXYUrvjfqJORUr4Mf2VX7c9zLr9jp/UP/ZK+Dr9sGPQPdyn/am5/wC5OsiMkguofGNyRVi7G2vG0wwzGZRmM0DTY7BAcETdkMMyWSZkNA62WohMcUWstskUtSLPtvyTYYeKrJmT2JlNAf2Ij4ivUWrd+EV/eMknw8cYBuQoGxx9OoPoG1jnS8eiKr4Nk/b23wKU+KEiLgCU4w042oG2JDzKlXiEkKaoBxDTOHwW4jmzD+tgvgzbDzqZzTLhpzgCqnCOvbw2TvQ1p1064bzpuOKpGa4qvn+gbLN7CuIES/qz7g/oRPox08xtV9X0LGPEFHm+iFVErPHpJWeHSSs8OklZ4dJKzw6SVnh0hrPDpJWeHSSs8OkNZ4dJKzw6Q1nh0hrPDpJWeHSGs8OklZ4dJKzw6SVnD0h3crF/tjA/6a6HwU/O877BN134PbK68bpuy8TNT46VYLFEsMZ1iErpA6eeu+Ei7lz+apf2B+5ayTgpccooEYxxBTQzTzCmO7dvhEiQ5pxokM5WYWBHnoI1kzlbEv5mwDJsPgmKge58KsMU7Anek0VfBj+yq/bnuZd/sdP9Ef8AslfB1+2DHoHu5Rgr2V1waDacshTrUqgRW4MBiI1qBkEBPuTclzokEEOZJaYFdiuEg1EmxZranDkNPgnK2SFuT4rc6C/EeTEHgUF++jE475D++0WH3otQJCS4DEkdjrYn603PhWfwgQGOm6R+pKgQ81EeeTXyJzef6CtCa3S6k3bPEbmzFadxzUBS1daV2uwud32q7XYXO77VdrsLpO+1Xa5D6btScnNSrGfVV5jowJsyA0wIVwVPPwuTcxtGSimqIaLiPnSlVESr7LCVOTelRQbTNRedfAbdanpwK4hI2CLtWgyaD9+SS9QolSsnWxYIo7p54psLYu5dkweAucfBbBa1utyFle8h3Tq0yy2w0LTQCACmCIiakrLm3MgLU5pEAzPMPg7s7rFlPSX6DsMvsu2BnLibXcF/Rf8AJ8ku6Qeb6FYLNdTz6voRVRNuCUUgE4uJUUg12YDSmZbSXwRFVNirQvGPLj11d4BXB0XRcQCAc3BU1VIt0qNrNpVHpBrTd+Cn53nfYJpXP5ql/YH7lr4NP2ra8zB7q/B7Yl8p/GqzZI2uzT+zIaPb7mqPdnufCn8wRvNJSvgx/ZVftz3Muv2On+gP/ZK+Dr9sWPQPddBD+ExR57mn/fdy7lHLyslofFYVGgr4PJZxsq2Wh4kkSA03bxqvc/8A3Ln/AGWsg5XZWSMPnaRWvVuZeqEu+sDx0jNbPrKv0Hae8uL9bdyZ+dF+yX3puEqCKqSoiJyrSSWF2PN+2m7lE2gXRV6YItWy1uz1UuIympS5/MlM2SA0OtlHF5z118XQvJmvZo7TAc40YOtNVXGxkwCuxVUwTaC7UTc+I4Bgi70qKqchLXa7B53faoLDAHaBF1nQWuCA4JFa9VSrJDfBcxtGT6QVMiuRJBMu7U2KmxUq02hibDR5w3BLOXZR2UDDMOXKUeZTq8wW4D7YNKZIQ4rjUGE7Nf3trrIl2JUawwmk/WCry85UlthDsitezR2yCe2K1U3J4FFThrml0C1pRCQEomioQ6lRatVshSLa066whGSV8TW7yZPWtX6KzFktAwCAihiqVZ7bDkW1tx5lCNccVr4mt3kyetav8RiI8yjDaAhItW6zRpkAHjVwTXmWkyaY5X3fypmzQGk7wh+c9dSrTB7HcLsYEJBVe51Vk4aFakHlAlTckFvcZ0+iKruXZNTa9fggiREgimJLqRE5VrJ21JarYIL34+6dXz7mWV0SZOSIz3pjjecuCxwTFV1JTzm+vGfSX6DyYk71cVZLivD+acJnD0krPHppWePST11ii7FT/IBlnGRaTcZ93vTDp+iCrXxbO8kf9haOJJb48d0esFTgWLZOkso6xFMwXYSKlfEt08iP1pUqDKhoiyWSaQtmOHA5h9EvVWC7uKc6aQLnCJc/0CqoKKqqiJRyOgn30REXGVV8Ll2yNJ1qOYfSCplrkRMS7430xr4Kfned9gm7J+EO8tS32kYh4A6Q8QqyJvsu/wAB9+YDQk09mJve5c/mqX9gfuWvg6eRrKyL9cDDdl5f2uJLeiuxZqGyagXcDX6SrP5LO9gP/a/SVZ/JZ3sB/wC1lplZBv8AAZjQ2nwUHkMt9r4Mf2VX7c9zLv8AY6f6I/8AZK+Dr9sGPQPdnvJG+EN5/wAXcc71Hu5fxDi5WSTMVQH81wK+DuGcnKtl4eJHEjNdxanuo/cZTybHHjNOpSWshMqIFmtz8S5PGCK7nhgClUnLW1HBdW3P78/+6CgqUZm64TjhKRkuKku1V+g7T3hz0t3Jn50L7Jfem5PFTgPgKKqqBIiJ1UlvmeSu+wtW1t1qAy29xxHXuXl9Jd1Le9aJg2NRGBjRgZDYCYbmKc6Um5do6Rrm4A6hVUJE8y033sepNHKkU39gucSrJv5qT013MqfljPoVYYyMW0F2E53a7ikibV3cpo6BLB9E74mC9aVYvmhjqXcyp+WMfZrVg+aGfv8Aeu5lV3+P6K1YPmdn792V8kd9BayVd7+z1FuXo97tL686Yetdy7d7b618EyQabdv7W+/uipD1puZTXVLXbVUO/u9y3Sqqqqriqrt4Ke5vcM+cu5ThMU8IZdJh8Hh4wEhJQGLjYuDxTFCTR1JtVKJ9seVS6kpZK/uin3rSvuL+9h1JSmS7SVdJFVNirSOmn7y0Mg+VEWhkD+8ipQmJcUk+jkpeDcXNAl82iiKq4JiqryVZ7CxFZFySAuPr6kpERNzBKvrDK2mSatApICqi4bkWFKmfJmCPzps9ddrd08SHt09ZbkwmJxDVOce6okUCUTRRXmVMKxohIMFISHHZimGNZMfMLHWX/ZdzLTvUXrKmYsl4c5lh1wecAVUr4vneRv8A4S07EkMjnPMOtjzmComNMsPP4oy044qdAVKvi+b5G/8AhFRwpbYKTkZ4RTWqqCoibmSDAOz3XTTFWwTNpESspvn17qHcyZtMaUwcmSKOYFmiNNQYbWpuM0PUCU4w04GYbYKK8ipqq5MBFuT7AcQDVE0I64tdW7JukGLqdfHHoh3S09lO0neI5l5zXCnMpJxcQWm/uxo73ci/xK/cKJXxvcfLHa+Nrj5Y7XxtcfLHa+Nrh5Y7XxtcPLHa+Nrh5Y7XxtcPLHa+Nrh5Y7XxtcfLHa+Nrh5Y7SXq5D/ii9SLTeUVwDaTZ9Y0zlR4+L94FUa+QH9W/b0XM5qoVQhxFUJF2Ki8G46IecuajMjXEl8PycfjWa5uyd61PggHmVGkNSWRdYNDBdipuTvnGV9uf/Za+Cn5mm/7n+g7lz+apf2B+5atUwrdcYs0NrBidRJLUuK1IYNDadFCEk5UXcvOSFovD6vvtGD67XGlwUqT4NbV5VLqJkFYGNsU3/tTWvhDCJFvjMGCw0wDLKKqAKJrKvgx/ZVftz3Mu/2On+iP/ZK+Dr9sWPQPdyo/am6f7k6yVuwXixR5G11BQHfMabk+3Qri0jU+M0+G1EMcag2+Hbmlagxmo4bVQBw3Mr7sFosD72x1xFba9JdzIvI2NLgBc7sKmB62mauxwzuTvxfGZYYHuQRsUHOROX6EtPeD9LdyY+dF+yX3po3GJNkNqjMtBTo5v9ahskF1ZadHAhdFFTcePe2TPoiq0bpuuK6ZKplrxqxPk/a2yNVUkxH1bmU3zkHoJTfex6k3Lrd5QTXGWHMwAXCrPKOZAB13j4qK/duZV8eN1FWTfzUnpruZVfK2fs1qMiDFbFNiAnu3Lu8b1xfz1VUElEU6qyXfM23mTVVQFRR6l3MqfkrPp1YvmhjqXcyp+WMfZrVg+aGvv967mVXf2PRKrB80M/fuSZTMRrPfNAGnr/DNpwER3WKoi1k67vd1AeQxUdzKc82AAdM03Lsvctp510kRVXBMVVdiVAyUuUxENxEjB9fb6qayHjp3+Y6foig12l2zpv8At07kRCLvUl8Kn5HT4yKcUwlD7JUYG0ag4KgY6lEkwVNywZN2+fZ2JT6HnnjsPmWu0608zvt12nWrmd9unxQH3QHYJKievdjPuxZIPsFmuAuKLTWXGDP62Cqu/VPVV1uUi6y1ff6hFNgpoQ4EyaSpEjm9htwprJK8HtZAPSOgyJn8r7FXS1S7U+jcpEwLimOtF0LsetsP5l4PIrJhL8+b8pVSGx6zKmrBZ2md5C2RUD7JKy3yOYhRDudpBQAO/Mf1HwiwPb9Z2ucMQ9W6boBtXXzJRSCXiog0qqXGVV4cXTH97HroJArxkzaRUXWmC/S7/eS0bI2jt4jCvTx9Wvddlx2NTz7TfpGiUFwhHxJTK9RpV5cErLKUCQv1a1a4az57cfkLWXUlMMtx2haZBBAUwRE3XGGXe+tAfWlBDjN8RhoeoErLL5cx9mtZMfMDHWX/AGXcy173F6yrI75rP7VdzK/5oT7VKyL7/K6h3L78yyvs1qDZps5lHWADMXVipVY7UlsYNCJDdPjluK02S4kAqvOqVemQGzy1EB70VZGO4sSWeiSFuznN+nvudJ0l0IqogHjgiJrxqdlDGYxCMm/n/wAamXWbM1OPKIdAO5TwOLMkxCxjvGHm5PVUHKVFwCc3h/qBTLzb7SOMmJguxUXgHns3EQXXyr9BW25v25/PaXEF4zfItdtdkAB7ImgwZJxDRalmJzpBgqKJOkSLzopLXweXy2Wq1ymp8wGDN/EfZSu3HJ3+KNVPytsDsCQAXNpTNokTbQ8VKyVywfsSdjPgr8JfaDqqBldYZwIoT2my6D/cLSXOAQ4pOjfijTt/s7A4vXSJ+MNS8vLAxxJRv/ZAtZQXJLvfJM8UIQdJMxF2oKIiVkHf7TbMnt4nTgYd34irtxyd/ijVZW5SWWdkzNjRJ7TrximaFZFTo1uymZkzXkZZEDRTrtxye/ijVduOT38Uaq/vtSb/AD32DQ2nXyICSsnb/LsExXWO7aPvrK7Dq1ZZ2S5B8rGM7yg/3FBJYcHFt5sk50JFopDAJibwInnJKuuV9ltga5gPucjbC561lFfpV+nb+/gDQammk2BuLfWu0GGkU/1rraMLziopgX0AIkZIAIpES4Iia1VauFrl23e+y283fExRU92haF76PUu7kz86F9kvvTcnkowHyFVQkAlRU6qSfL8qd9tathuuwGTf46jr3L2gsXyM91Kv3LuOBntmHSRUp5h1h5WjAkIVwwqyRyjW1sHEwNcSJOvcyjNCuuHRAUpvvY9Sbl0+dJHprWTXzX/OW5lXx43UVZN/NSemu5lT8rZ+zWoBo7BZPpAm5eY5sXJ5VFc0yzhXkXGsmY5tsOvGKijioidSbmVJojbAedSqxa7Ox1L713LrakuKgaOb2YebHFKgxhiRQYFcUHcypX+0sJ9RasHzOz9+5lSarLZDkQFLciPdjymnugSKqJzUOUUTlB5KvlxZnbyjCrgOKruXZf1jQ+ZdLJSxBEYCbKBFknrFOgmllLYwucYnmRRJQJiC9LzLSoqKqLiiptrJH9mYn83/AGXcXYtSvlj32he+mGXZLwssNkZlsEah5FSnERZckGfMA51dozPlzvsJT+Q7494mgfpgqVLydusXjRDcTna7qlhykX5M97C0xZrm/wB6gv8A3jmpUuM7DknHfREdb1EiL5sayZZaasMXek4wIS9a7uXeb8Sh9smGhcSzph/VwTSh2q4ztcOFIfTnAFVKHIzKIk+bC9sKPI/KFvbbDX0CEql26dC+Vw32PTbUdz4MXQLJkwTjg+WfuZTONNZNXA3uJvBp60pPAGmnHiwabNxeYBUqZyevT/erVLVPslSpWTF8iMK8/bHxAUxVUwL3aOSTuLMhnmJCo3BDbt5qN4z+qnggkQcVVSm5CLqP16aaEaK5JU8xO5AVIi5ET6Lk97+/Rsho1eYpfXw9erduOTUt6c68y8BIZKXdqqLR5L3FPEnUqJJhHvb7ZtY+oqyMaRZUh3ogibkyZHhM75JcQBqDdYc8lGM9iQ7U2Lu5Z/LmPQWsmPmBjrL/ALLuZa8SL1lWR3zWf2q7mWHzQn2o1kV3+V1DuX35llegtZNTojFoAHpTQHnLqIqRUVNx2fCYNQelNAabRI0Rau9ygu2mSDcxkjJtURENKyRezLsrfjQWkqW4jEN13oAq6EyazDDF0u6XYCbVqbcZEvESVQa6A7PB4kx+G7nx3FBeVOQqtV6ZnYNuIjT/ADchdWk+7hiI7eVfoSZEblsK24nolyotSY7kZ8mnU1p6lTn08E5k4Ue54qqPUtLiXGVS69C3N73E85919AWeetsuISt6FxE1KPmXmp1uFfrXtRxlxNRJtRau1sftUwmHtm0D5CTdtRYSSHpDu5MfOhfZL703CRCTBdaLSMMjrFoE/l3b9JR+5EgKii2mZVnmpMhj4wEwNNzNFVxVE3JDwR2DdcVEEUxWpLxSZRvHtMsab72PUm5cvnOT9otZNfNKecy3Mq+PG6irJv5qT013MqfljPoL76ycmibHYhr3Yaw6txRQtqItJSqgiqrV4lpNnKQcQO5GsmZInEKMqpntrinUujfpIybkuZrFtMyrB8zs/fuZT/OIfZp713LPDGbNzD4gpnFQMtNhmA2IjzIlZQwGmMyQyiAhlgSblyLOmKnRFE0bFESdeYzBcVTxLqSkTdxTQyqiJDvz6BqB3Bz11kl+zMXqL/su4uxak/LH/tC99ZHWsYtuSWYpv76eodHBKwrKj9pJvpp/1SsjH9+sDYeKIg3cv3cGojPORHoPlnSHC5yXQACcMQAVMiXARRNarzVkvkPFgMhKuoDJl9AtYN0IiCIIogomxE3SETHNJEJF2otfCZbYUJYT0SKDJvKeeoVk5fJdhmq8wCutHqda5Cpr4RLQTKKbEwD6G81lXlZJvqJGZZNiGPtHuRIkma+LERk3nS2ACYrUb4Pb68GLvYzHpnR/Bxek2PxDqbkdf4SKpwFdHnYVDpwDaPNdAmy5jTBaRU5NtHClhG7JOK8DGKDvhAqDjuJzYLjUPJe+zUQmLY/m854B78KTIPKLyUPxko8hsog2QgP0Hhqda59u1ToTzHnMVzdy2xxmXOLFNVEHnhBV8yrUKFGgsCxEZBpsUwRBTdymYai5Sz2WEQWxeXBNDJx0m5zgivHD3L4QDhBs9VNuC5s9XAQ4jst9Gmk6y5ESuxGolrdZaTYBYrzrQ8X6Kk97+/RElAkUVwIVxRfPVovDE9gc4xB5OMC0i7t3hjNt7rRIikiKo9dZFbJf8u5lkZLMYD91AVaybVUvrHnxRfUu7ln8vY+zWsmPmBjrL/su5lrxIvWVZHfNR/aruZX/ADOn2o1kX3+V1DSVffmWV6C0PGHrSg4g7mU3z69925Z3t4u0Vz66IvUurcyhd3qySOdRzd25XMYiK23gTy+oaccN5wjcJTNdqr4VZb7xY88vMLv9C0HnMwcE4y/Q1yhDMYVNjo6wKiEgJRJFEk1Kng7Yb46IdJcKREFM1NifQOT16O0ye7xOMfHD+qVPhRL5bERVQgNM5tweRedKnwX7fLKNJHAk2LyEnOm5DPe5TZfWwXdt0woElXhBDxFRrtlc8lH267ZXPJR9uu2VzyUfbrtlc8lH26lX2U+CgCCyK823cjyHYzqOsGoElMZSKiYSGPvCkyjidB2nMpWk70wZdaolTrg/OL9aqICbAHZuDlIaIidjB7ddsrnko+3Uh3f5DjyoiKZKuFQLycKKjAsoaIqripV2yueSj7ddkJfJ7DLwK0KIXFKokVuHHRlniJuZTGhXEAT9wKAyAkMCUSHWiptqLlE+CIMhpHfrJqWgyjiLtadSjykjpxGXSqfeJEwVDvTa7RH+q7jTpsuI42aiSbFSo2UZImEpnO+sFDlFCXxqfy0eUcROIDp1OvsiSKgyiMgvrXcg3s4cUGEYQkH61dsrnko+3VxnLPfF1QQMBw3LRMSDNRw+ISZpUEqObaGDwKK8qFV/uDUlAjsKhiBYkW5IPfJDhc5aOQ4IV+Uui0u7lbd3bbDBqMuDz6qiF0USlmzCPPWW+pc+etZG3h+ajsSWambSIQmu1U3cvwwnRT5wJKyS/ZmL1F/2XcXYtPBvlxNvlN5R9ZUy2LbIAKYIIoiJuEQgmcaoKJtVabebd724J4dFcdDKj9pJvpj/ANUrIB/5Wx6J7uXT2feQa8W179Bdq6Hwa2wZt+OW7xIY4p6a6XwscS29Z18GwCuSg/bHW9h0B9VXsASxT1QB+TOf9VoEVcEFFVV1IlZI2Fqx2oAUEWW6iE+eg5HZdTB5oD9IUWghxW1xbjMgvmBEr4T/ANlw/wByFR2HZUgI7AKbrpIICnKq1kzknDsjImYC/NXjvL7h0HWm3mibeAXALUokmKLWW+SAQAW52sVSMnfmehTDpMSGng4zZiadaLjTLovMA6HFMUJOpdxau76yrxNf8Y+ZfmuhZFwubfnQk8J2a6ZfztR7efTiynoju+MmqLypyFQOrJtW+qmBG1jQ8X6Kkpi11LpFk1c01iAH1HSWW8hsZd/ESsnYFziyjOWpCyo8Ujx17jiojZdVZGuok6Q30wRdy/2k7k0BMqKPN1YbE9Cmdky1HEUVAEd3LP5cx9mtZMfMDHWX/ZdzLXvUXrKsjVxtrqczu5MiMzY5MPjnAVW61xrcBDGFUUtqqu5f1QbHKX6lDxh60oOIO5lOipfHvOg0lCqiSEm1FxSot/uTwZwWtXR5xVavV7dmxViOxVYLORV3LrcUiBvbSorxf8UpVUiUiVSVdarj4ZYLxmKMOWXc7Gz5vNuESCKkvJREpkpL9D36F/i208zng9tDOmCvRRV00ac8WfsrSMu+KP2VrsZ/yd32FrsZ/wAnd9haSLJXZGf/AAyrsSV5I/8AhFXYcryV/wDCKuwJvkb/AOGtdgTfI3/w1pLdPXZCkfhrXxZcPIZH4a18WXDyGR+GtJaLl5BI9ha+KLn5BI9iks908gkewtfEt1/h7/sV8S3T+HyPYpLDdvIHq+Ibt5A9SWC7+QO12u3jyE67Xbx5CdJk3efIT9oa7Wbz5CXtjXazefIi9sa7Vr15F/zGu1a9eRf8xpMlb15KntjWTUO9Wt7eX2EKIX10VQq+Wdm7xMwsBdHW2ddqN48U37dP5MXWOwbxtgggikq59MHvjAH0h8EtskYc4HzRVEcdm3XXbJF8U7T+UiKCpHYXrNadcN5wnXFxIlxVfBJLm9xjLzatLIT56c87O7l/8uiegW5kR8/9bJbuX/f4fUVZJfszF6i/7LuLsWoyZ1/bTnkp/wBqTcy2nOu3TsNCVGmhRVHnVas0s4N0YdaJRRTRDRNioq6GVH7STfTT/qlZFP71f0DxwKO7lO9v2UMteiSB6t0uIXUuj8FjCBY5T/jX/cm7f8pYFgAUlqZunxGg2rR/Cd0LT7b9MfCc0vf7Uaeg7WXGUcG/sQlhI6hMqamJjXwafsmn257l8+Ybh/tnP+q1klGSXlPb2j8ahr1Dr3XH2me+ug3jsziRKRUVMU2bvwn/ALLh/uQr4MYCSb49MPZFD8y3XH2We+ugGPSJEoVQhxFUVF5U3JLASYzrDyZzboqBJ5lqZHWJMfintZcJtfuXCsjpXZeSkB3lRpA9nVuXR/sa1Sn/ABTJn6kWutdC0fObHWvhbL37p/cunbu7sjXna+i3kxZLRHjJ103xE6k0MoJ4Q7a5411FAEq0TOwbi0+vERcC6loDEwQhVFRdaKmjln8uY+zWsmPmFjrL/su5lpxIvWVZKTgjyzjuqiC9xfSTRysnAERIQ8dxUUvMiUi4LjzVGeB+M26C4iQoqbjrDL6YPNAfpDjWVLbTNmwaAAxcSrHECbdWmXeJrJUoRQBwFERE5ErKWEEi2OPKiIbKZwlVwmDDjKe011AnOtOGTjhG4SkRa1Xw7J66dkh2K+X60E7lemlSTxLMTk2/RBgLgEBpiJJgqVLYKNKNkv3V1Lzp4NaB1ul1JpLxat96tTVujg7NYExaFFRS81fH9m8vYrtgs3l7FdsVm8uZrtis/lzNRLvb5r28xZIOnhjgNTrlCt+Z2Y8LWfxa7ZbN5aFdtFl8sT2CrtosvliewVQLnCuKGsJ1HEDjalSp98t1uk7xLeUHM3OwQFWu2uy+VL+EVdttm8ef4ZVbLvDum+dhmpb3xsRVKuN/gW1/eJJkh4IuAgq124Wjpu/hrXbhaOm7+GtLljaud72KtV1jXZo3IufgBZq5yYVcspINulFGfR1TFEXUNduts6En2K7dbZ0JPsUuWtu8TJrt2t/iX67doHiH67d4Xkz9du8LyZ+ly4h+Sv1ZLw3eGHTaZNtGyzVQ6u2U7FrnFFcYdMhFFqdlkxKhPMJDdFXAUPXVqczmSb5R1p1fRd1c1A0npLpZIvIzlExzOIobuXkQjhsSw2NEon1LuZBRSWY/LXiCOYm7l08h3hprxTXvrJH9mYn83/Zdxdi00WZewLmkp/2pNzLRlW7+Z8joCqVb2lfuMdodpuilJu5UftLN9Mf+qVaH+xrvFe6LqepVwpFpVREqW7v0193puEW6fELqXR+DH9ll+3Pdy8eN7LCb9TMAfuFND4NP2TT7c9y+/MNw/wBs5/1Wvg6/bCL6B7jpo20ZrsFFWrncJF1nOzJbimRqqpzCnIiV8F1xfdCZAdNTBpBMN34T/wBlw/3IV8FIYQJ587ybj7qMsOOrsAVJfuqfNfuUx2XKMjN0lKvguub3Zsm2maq0ob6G7lWCBlXcvt1r4LZO+2B9jxD/AOS7mXT6MZIzucxQPWujaPnNjrXwxh3HuC28i6Vn12eP6FEmBEnn+ilTFMOfSayluYbSbPrChytk8sVpfvVK7bz8jT26eyqmmmDTTTXrKpEh6U6rshwjNeVdy3XuZAHMBUNvoHSZXO+Rh7dTsoZ0vUCowHM3t9dBlRcBFEzWS86iv/tdtVw6DHsr/wC1cbi/cXRcfQEUEwTMRUqDfpkGIEdkGlAdikK461rtquHQY9lf/auV2kXJAR8W0zMVTMRU27kHKKbEFANUfBOQ9vroMrmf34hpRZWsckV2pmVEt5FFgBYT1rRmRmpmSkRa1VdaruWy9yrcOYGDjXQKhyuH9+GX3HRZX9CH6zq6Xt+5Mo0bINghZ3OtW6WUGc3JBMcxdaVHvMCQ0hpJAecSXBaykvsc4ZxoziGhd8PkRKuEtZconP3E1Anm8PgI4U9jeSUTzkwWlXFcfonKCPi0EgdodyXV4NaU/UGvOXCZD/P6/YrXwg/4LrPQ+D7vM30xrLZVW/8AUyO78H3+O/krLj5+T7FNDID5BK+1rLP9o3fQHgcgPkMv7astP2iP0B3Ib28yRLkXUXV9FyXd+fM/V1aUd4o8lp8OM2SF6lqK+EmK2+2uIOChIu442DrZNuChASYKi7Fpck7Op5+8F6KGWFRo7MVkWY7YttjsEdibhkgApEqIia1WrtMWfdH5XIZ9z1JqSskv2Zi9Rf8AZdxdi1JVRmPKm1HCVPXUF9JMJl4djgIXrTculpiXRlAlAqqPFJNSpVrycgW1/f2hM3eQnF0MqP2km+mn/VKFFUkQUVSXZhtqBk1eXWkM5pRPNnkq1c7df7WyriTnn2U2kBqqonnRaTQXaqaHwWPodjlMeKf3fhCycmHc1usJk3wdFEeQNoqlKiiuBIorzKlNMuvLgyybi8wCpVKt82EAHMiPMC5xFcFRxwr4NP2TT7c9y+/MNw/2zn/VayAPMyvhfXQh9Y7jwb4wbfSFRp9g4sh2O8KibRKBIvOi18FMY99ny/3MAb3fhP8A2XD/AHIV8FJosCeHM8O5Lb32G810wIfWlKJAqgSYEOpU89fBg0R5Ruu8gMLu5TnvuU9yNPKST1LhXwXzgYuc1h40AXWkP1LQGBpiBiSc6LjXwpPoFgYY8c+n5aNjTG5h5hJfDWXM8dfGTbo2P5nY9GpKZsp4eZwk/PQhsFKlAwOpTX1JXxBB3jMzSzunjrqXHOLJNk9or6059y22t2cqlxGk1KVO5NtqH6l80P62CpUuE/DczXwVOYk2L4OnBPjmur59f0DfpW9spHBdZ6y6vA11bcU4XJ5jF119f3UzU61+ipDSPxzZL98cKVFElEk1pqXwW1fJV9JdNEVVzUxVV2JhQWO6uAhBAeVK+ILx5A9+VfEF48ge/KviC8fw978qyStc+HeVdlRDaDelTEq+EHZB6z0MgPk0z00rLX9oT+zHd+D3ZP6wrLj5+T7JNDID5BK+1rLP9o3fQHSxrGsayA+Qy/tay0/aI/QHdgP79HwLjhqX6JuT+9sZg8Y/dwGSF8BjC3yzwBe9GtJo5X3wW2it0U8XD76vRTcyS/ZqL1F/2XcXYtSvlj32he+sibmL0FYDpIjrPE84aeVH7STfTH/qlZExAfvBumneAzh3FRCFUWrxGCJd5TAcQDXN0JA5slwfrLofBrckh344Z8SWH/MdA47Dq4ustmvOQItAIgOAigpzIlfCx3q29Z18Gn7Jp9ue5ffmG4f7Zz/qtWGWkC9wZZbGnhUurlpFxTFNy5ZMWa6yeyJsITe5TQlFV9S1BhRYEUY0NgGGQ2AG78J/7Lh/uQr4Mp6Rr87EPZKDV6Q7t6yAg3Gacph84hmuJiKIo1k5YIlgiK1FVTM9bjp7S3J0puDBflvKiAyCmv3U86T77jxque4SmvWq41Y7JMvkxWIYpgOs3D4oUHwZgLPzs8j3mCso7LcrK+DM4ydaVVVp1CVRXRyeDGYZdFv3r4aBKBZyUKoQ4py6GT642dr70q6BmXOSn11XQhvrFlg+iY5i6050qDcGJoqrJLim0V1LWVDODrL/ADooruWyTDC3MiL7aYCmKKSJrptwHExAxJPMuNPMtvtqDoIYrtRaulkOPi7FxNvlHlTgrTHCVcW2j1jrVU6qmWiJJbVBbFouQgp1smXjaPjAWC7oopEgiikS6kSrZZmYzaG+KOPetEqTEZksK04A4LUpg40k2D2guHWnPw0ocRQub6AVURFVV1JtqY+smW48uxV1dXgIAThiAIpGSoIonKvNWTGSEK0xgOUyD81UxMz1oHmGn4UWU0rcmM06CphmmCKmFZc5LhZHglwfkb6/hHwlma3q2N854kunbmQkT2GT4hmgrXatbv8AV9uu1a3f6vt1cmAjXF9hviAWCeqsnbTGuTT5SM/ECREwWu1e3f63t1dMn4MW2vvtb5ngOKYnu4pzpo5KRGH4jyvsgaofKKLXxbB8kZ9hKyihRWbM6bUdsCRU1oNZKMNSJzwvNiYo3XxZB8kZ9hKm2+EMF8hisoqASoqAlJp27Jp+WwDzryMoSYomGK0GSMZOPJeL1JVxyYZaiG7DM88ExzS07s1vVydTkLuk+/wW1fJj9LTybsLVujI++CFKJNZdDzJT+VVpYeVrfiNR5QBVSoExi4RAkx1VWzqVlVbYsk2HVdQ2yzS/VrXbjaed72Fq25QQLnKWPGI1PNUtYKlfCDshdZ7lmskq7OLvPcMjx3FoMioKAiG++RVZ7PHs7bgRzMkcXFVOrnkzDuUxZL5vIaoiYCtdpVu8a/XaTbvGv1ZrLHs++9jmZb7hjn+asuPn5PskpNuCUFguxNKfYRiKJjr3MggNLY+ZCqCbtXPJmHcppSnzeEyREwFa7Sbd41+u0m3eNfrKK2s2q5JHYU1BQQsTqz2l+7Sd7a7gB1uOLsSoNjtlsZxRoFVE1uu61rf7T4yJ6xrf7R42J6xrf7R42J6xqN2OrWfGUFAuUMMF9VZaftEfoDuxH1YfQ+TYSeahVCTEV1LsX6IkuE7IMj58MObgbXlNPt4oCqj7SbBc/otMZbxF7/EeDqVCrtztfM/7FPZbwx7zFeOrjlZcJYqDOEUF6GsvXXnXHHctmVMi3QG4gRWjEOVTrt5meRM+2tdvEzyJn21pw98dM9SZ5KWFMuuMPC6yZAYrihDtSoWWskBQZkdHvrgubXbxF8keq5ZYypTStRGkiov7+0qgZXT4cVGTAJPMZkuNdvMzyJn21rt5meRM+2tXGYU+e7LMEAnVRVFNaJqRKyeuaWq6C8fejTMcpiQzJZF1hwTAtaEK1crnGtsYnpDiJzDyktS5By5j0lzjOkpLoXIM2YX1sF0GnDZdFxolAwJCEkXWipy1knlZGvTAMSTFmem0On5x0fhY4lt6zr4NP2TT7c9y+/MNw/2zn/VaTi1kNf2rraQivOokyMKAY8pImwt0nmgMG3HBEz4oqWCl1bvwn/suH+5Co77saQD7BqDrRIQEnIqVkxlLFv0TagSx76zoKqCiqq4JWX2VITkW1W489hFxfdTYfmTc+DZhoMlAdDjvOmp7nwiMtO5JSDPa0omGjk4H6l5znJBTcRFVURNq7KfjvRjzH2ibLz7rdsmuw0lNMkbXm1r14UuIkqEiovNhwAQ5LrG/NMGbeKpiKY0qKPGRR604aKe0PVoZNFjauo1SsoAzLqa9MUXRsLqtXZrmPEVrKgcYAFzOJugZAucCqBc6LhUG/SGFQZH64PzqLKZmM74wecn5pV1sgv4vRUQHdqjyFRgQGoGiiQ6lRdvAWI0buzX1sR9e5lAGZdjXpCi7uTsRXpu/kncNe+rteXoktWGWx7lEVVKrff8AfnhZkggqWpCTZWU8bvcofQLQTglRCHBdi0QqJKK8nh94f3i3Hzn3CcCAkZCIopES4IiJtWu129/wmb+CVdrt7/hMz8AqXJ+9InzVM/ALciQpU51W4Ud2QaJnKLYqS4V2u3v+EzfwSrtdvf8ACZv4JVLtVygs79MgyGG1LBDcBRSsm1AcpbcrnF7JDd+ElQTJJ1D5XQQdzFKbZed72y4foiq0tquQNb6VvlIHSVgsNPzUyCNsgCfuiiflp2b54i/aJu3z58l+nWRXeJfpjuX/AOZJXoUAEZIAIqqS4Iic9WzJ2LHaE5YI8960ShiRkTBI7SJ6CU9aYD3fIjXWg4U/kpCNVVlx1mhyRa/fmHV/tEa2w2iYzlMjwVSrIv5E/wDabmVHzE91j76yN+cX/s9yf83yPsy91JVnyecmgj8glaaXYnKtM2C2Np8mQ/OaqtfE1t8hY9hKdsNsdH5KIehqq7ZOORQJ6ISutptBeMm5bXEet7DifvNou5cHN5gPudFtV08ogwfZc5xVPUvgtoLU6PUulZG0dvcMC2K6lZWySj5PPqztNUDcyDNVtLoczq1laCBlJK8+av5JuZD/AD+v2K18IP8Agus9ywtBHsMUW/FIfrTFak5V3Z181ZeRgOQEBFrJGfLuEB12Y7vhI5gNZRX65RL2+xFkqDQYbAGu2i9eWr7AV20Xry1fYCsjrnNuXZfZr++5mZm1lx8/J9km5kle0nxUiPl/aGk9salZJxpF47LUsGC1m1zlV1ukSyQh6WGDTI0eVN5IyUZWYnMgDXbRevLV9gK7aL15avsBU2bInv79Ld3w0TDHBErJeIEOwsdJwd8Neur/AHl66TDRDVIwrgAf1WsPMlYVh5krIr9nWvMZVlp+0R+gOhbZP9wa+iv9Poi4BmTD5i7rw1p55nvLrjeO3MJUozNw85wyMuclxXRuwd7c/lXRRVRcUVUVNi1Bytv0EEBqeZhzPIh0nwiX3miexX6Rb70IfsLUrLjKGSij2YjP2IIlPvvSXVdkPG64u0jJSWoGUF2tsXseDNNlrFVzERK7cMof4m76hp7Ku/Psmy7cjMDFRJMB3GXXGHRdYcNpwNYmC4KlRMvL/GBAJ9p/7YKP4Q78fkodTVSrpPmThmyZbpyAVFA1XidVduGUP8Td9Q124ZQ/xN31DU+/3a5xt4nzDeaQkLNVE3GzNpwXGjIDHWhCuCpUHLq/QxQVfCT9sFB8Jlx/fgRqd+Eq6L3qFFCrrlPeLsChLmLvXim0zB3ci8qksRnFmIRQnfW2VJlbYFY3340YrLXK0L0iQYCKkQCxI12uLo2hrera1zl3S/fuZNQFmXFHT70z3S9fJU8orUQzmICtCmvOSpz7Eh9SjRkYDkRFqJGclygjtcYy9SUw03Fig0GptscEq+3hqYZNR2QUNiukOKr1cBkmOFkHzmVZSyxhwO5AFddXNFSTcjMFJktsAqIThZqKuylyXuPO17S12sXPma9uu1i58zXt12sXPma9uu1i5czXt1cbNJtzCPPkCoRZuAqqrpCuaSFzUi4pjz7uSporD7fMaFWUsUjBuQA45motzFOdN22CSXKP3K98Sspvmr+caxTnSsU50rFOdKxTnSocxyG8jjJ9acipVvmtT2EdbXzEnKK1c7W1PDHiOpsOpLDsR5WnxzST1L56TSElAkIVwIVxRfPVvlDMhg8PLtTmXlrKhlUktP8A7qjm7kCzyJaoRorTPKRbV6kqNHbiso0yOApV3tYzwQwVBeHYvIqVIjSIhfrmjBU9Xrqc2suzGnKTecnXw8lv99E6/D8oncXWmeYc5eBt/wA5Rftw/wCybsn5M76C+6h4iV8Fv7Qyf9tu/Cj+zDX+6D3FWKouKYoqbFrJnLmHKYBi7vJGkhqUz4h1IykssZlXXbnF6gcQl9SVlhlKV/lgDAqENniIW016S1YLb8b3uNAU8wXSxMuYUTFag2C0wAQY0BgcOVQQi9a0AACYACCnMiYbnwk21iDemX2BQOygUjHzppRhz5TQ85j7+As3zxF+0TduWTkyVcX3wNlBMqyftb9sbfF8gJXCRUzdy/8AzJK9Cslo6P3hCLY0KnSaOWfyJj06yL+RSPtNzKj5ie6x99ZG/OL/ANluT/m6R9mXuqyxEnXJlkuJxj6kpEQUwTZo3+IMO6uCCYAfdjWSzu+2UE8WqjuZSub3Y3+csB9a6eUQ/wBmaLmPwW1HmySHpDpW59ItyjSC2NuCS1fIS3SzOsNKmcSIQL501pS2m4o9vSwX8/0FrJa2vWy2KEnU6ZKaj0aylfGTf5ZguIoSD6kRNzIf5/X7Fa+EH/BdZ7mRtyCVbBiGSb9H1dY8lXnJB16Wb9vMEQ1xJs6sNu+KbULBminrMyq7yUmXaVIHim4ub1bE3fg9/wAf/JWXHz8n2SbkWQ7Ekg+wag4C4itWO6tXaCjoanE1OB0VrK+BKjXMpLxm8y9xD6P1dGxuDJsEUudlBX7kwqUycaU6weomzUV9ehkKWNi6nSrLT9oj9AdGDKR8M0++Dt8/n+h7sGptz+VfoOc3vkQ05U7pPoRhtXnwbHaZIlCKCKCKak1JTDLj74NNIpGa4IlWuAFvhAwG3aRc61lfJcWcEb+6EEP713MnLSsJlZL6YPuJ7CVLjty45MO52YW3BcK7WrX4ovbWu1u1+JL21rtbtfiS9taTJu1+IX21rKNmJGmDGhtCCAOJ6GTgZljjedFWsrn1cugs8jQe/ct7wR7gw84uAAaEq120W3pO+xXbVbuZ72K7ardzPexUS/w5klGGAeUi+puZWzI7rARgdEnRPFUTTjFi3hzbtjlpFnpn8RzuVXcVsF2gPqreGfFB7NI030B9VIAdAfVSIlEImmBCip563hnxQezW8NeKD2a3hrxQezW8NeKD2a3lnxQezQAAcUUHqTcJsD4wCXWlZTAITGkBEHuNPJuXvUtYxcVzZ106028Cg6AmK8hJilMwYrK4tR2xXnQdy5XxqLi3Hwdd/Iag5QNOqgSk3oufaldw6HIQr96USIjapyYVqx1bOHdDezw9Xh15PPubv1cB4G3fOUX7YP8Asm7J+TO+gvuoeIlfBb8/yf8Abbvwo/sw1/ug9xVYY7Uu/Qor457TrwgY12j5O+QL+Kddo2TnkH/M6yxyWs9sycflwomY8CiiFnlWSEnsTKuA7zu5ntJhofCg/n39hjxLGlb/AJxj/aD7+As3zxF+0TSv/wAySvQrItMZUkuYB3MqLg9CjNhHNQN1V18qIlWW6ywuTIOvuONuEgkhlju5Z/ImPtKyL+RSPtNzKj5ie6x99ZG/OL/2W5cPm6R9mXurI0EW4ulzNbl0krDtr8gURSAcUr40n75vnZj2d6Wr1VaZSzLYzIPjGOvrTUu5lmKJLjFzgVZFu9xJZ86HuZZO4QGQ6bmnlB8gH7RPBYx73JA+YtenYcqFgsjFnCRsjxDTaldtNl8r/wCBVecsN9aJm2CY47Xi3ch/n9fsVr4QdkLrPcjSHor4vRzVtwdhJUbLd8AwlRBcXpAWbV3yplXBlWGQSO0W3AsVVND4Pdk7rCsuPn5Psk3bTcnrXOGQz1GHISUiw77aumw8NXe2PWqaTD3WB8hJoZDXNEQ7a76bX9UrK2wG+Sz4QKR/3oJ700Mgvml7zPLWWn7RH6A6IGQGhAqiSbFqHKF8cFwFxNqf1+hpwb5DNObuk+hJDSsvmGC6tnV9B2BjfJZPLsbT81pMV1JjjWTtn7Ca7Jkd/NPYSkVFrKxFW9onO0PvWrDYEjqMqaiK7tAOQKvt2G2x8xtUV8+KldnzfK3/AG1q0wJVyg7+l0fbXOUdql/WrtGk2wEz7u6bhcUNaVbnZs2e0wkt/A11rvi7KdMGGCcPUIDiv3VJfKTJcfPa4SruWW3Dc5Rsk4reaGciolLkhzTfW3UNhIsNphFx3sEH1VPyaOZOdkrLRM9ehXahzzv/AO1V7tAWpGUF5XScVfUm7EivTZCMMAqkvqTrq121i0xV2Ke1xxaveUByFJiESg1ynsUuAir+s0LdfDjAjckVcBNhJtrtkjeJdrtki+JdrtkjeJdrtki+Jdrtki+JdrtkjeJdrtkjeJdrtki+Jdrtki+Jdrtki+Jertli+Jertli+Jertki+Jertki+Jeq7zm574ONCQoI4Ljp21s3biyLe1DQupEqXKahx1ee4qUeUMMRxBHDqdepUtFAV3lvmHbuxJ8mH3h1UHoLrSpF9mPsk1g2GKYKo7fAHAQwUfVRColmkmvwxKmlnTn1/1C9/A2/wCcov2wf9k3X0UmHBHWqiqJSZKX/wDhT9fB5Zbnbb2+9OhGwCsKKKe78KP7MNf7oPcVZLftTbP9yG78If7HyusP+1MuKy8Dw7WyQ0+5ajOi/GbeHY4KEn3pu5cP7/lfPXoELfqTSgLmz2C/1B9/AWb54i/aJuzcphiTXY6xSJW1wxzqs12S6A6SMq1vZYbl/wDmSV6FZGlhOfHnBNzLFgjjMvimpslQupasrJP3aOIpxTQl6k3cs/kTH2lZF/In/tNzKj5ie6x99ZG/OL/2W5cPm6R9mXurI00S4uDztbl+bVyyyRDbmbmToK3ZI6FtVFL1ruZZljNYDmBVrJqW3Euaq8Yg2YKiqtDcIZ8WU17aVle+DsmOAGJIIqunlCuEEPO54LFjPS30ZYFSNadYKMSNGSGSCmvn4PJmexbbor8pVQMxRrKu8RLqkbsRTXe87HEeAyTvES09ldlqab7m5tZS3Bi53NH4qqoZiDoZPXo7TLwNVKMffB/qlZQN26dZSdkvALeGc27oNuG04LjRKBiuKEm1Fqx5VMSgFieaMv8AS2CdZctQ2kYNlkEfdVVUx5k3clL5DtcN9qWRIpnnCiDWUU5i43Y5MbFQUETSEiAkIVVFTYtNZytCp8fN1/QqpimHPRhmOEHRXD6ChRlkOf6Y8Zf6VlTD7hqU2Oz9WX9PoO1RuxoICSd2fdF11ZZLMW5tuSAQg2Y9BeerxcwtsNT2uHqbGsl3DetauOmpGThKq1lb88p9kPvWrZfZUAVbLF5rkEl4tBBn3gHpyYGaF6/MlOsusnmOtkBJyEmFZH/NJfaLWWHzo19invWo0KXIaN6MyZA3rUhorrOOIcY3yNs+lrXds9yW2SDeRrfVIM3DOwpjKeS/KaZCK2meaDU2QkWE6+qd7BSrttl+TM1ZZpz7eMh0EBVVdSeZayyPGcw30QVd3Jphpq0MuACIbiYmtZVXB5ZawRXNaFEUvrKvAsrg6PhLLTj7qNtApmVWm2hAaxJUJ4+MVZQTkfk7wHEa/MvB3mkcHVxuSlRRVUXb4WlSPlLvpl7+Bt3zlF+2D/snAfCj+zDX+6D3FWS37U2z/cju/CH+x0rrDcyLldl5JwD5Rb3v2dW7c3+yrpLkeNeM/WS6TJZjwFzEi/nwFm+eIv2ibt8+e5fp1kV3iX6Y7l/+ZJXoVk5I7GvLSlscxDcIUJMCRFReRaZjMMd5ZAMeiKJu5Z/ImPtKyL+RP/abmVHzG91j76yN+cX/ALLcn/N8j7MvdVklpCubLxag4p9S0i1tpbBbVf33ePuxXD1UiIKYJsTcv0tJd2dMFxAe4GrNazucghxUGg45V2sWze8Mw/Sz6u9rO1yEDjtnrAtPKMv1TAc5Kvglttr9wdwbTNbTjOLsT/1agQWIDG9sD6RLtKrq1nNC6m0NS9XhRPOk0DROErYY5gKupMdJTIhRCJVQdiKuzgoLW/SRReKPdL9D3IMyYpchpj9AxY5SHMB1CnGWmmxabQATAUqSwEmM4w5xTHD/APmn2Tjvmy4mBAWC/QNoi9kzExTuA7ot2RJekkCvGpZgoA1kl8yp6ZVlb88p9kPvWozDsqQDDKYma4J/7UKM1b4AMoqIDY4kS/mtXm8HcXFbDAY4r3NZH/NJfaLWV3zu19knvWrHOizISJGFG1BMCa6NX6w78hSoQ4ObTDpVsxRdu7kyzv17a5m0U6yrf3qzkHK6aDuZOBmWON5xxrKc1dvbqIirmCibmNZPfMcX0ayo+fXeodwUUuKil1JpjtTTtsVJk4GVVUHaXUlfFMHeszsYMPzq4xew5rjCKqomtF8y8GupVRUVF5t1EVVwRFVeaoVkkyFQnU3gPPtqFAjwgzWQ6yXatXq5JDYVtrvxpq8yeEuNi4nn5FogICwLwuUmbLeTmcL38DbvnKL9sH/ZOA+FH9mA/wB0HuKslv2ptn+5Hd+EP9jpXWG58FsrPscmN4l/8i3Lw+kWzzH/ABbJF+VJs04bm+w2nOkKadrcBq5x3HSQQFxFUlr47tnlrPtV8d2zy1n2qu7oPXaS60SGBHiip1JWSs6LDZkJJfBpSJFTOr47tnlrNXm62960yGmpbRmQahQqRVRcUxRU2LVqyiYeZEJpo08nKuwqGZFJMRkNe2lTr3Chh30XT5ABaYv1tdZEykg2qpxTXBUr47tnlrPtVlTPiS4jIxnwdUTxVBrJafEhxHhkvg2qniiFXx3bPLWfaq/3ODJtLrTEpszVUwFKyXlsRJrxyXQaFQwRSr47tnlrPtVMu9uOG8AS2lIgVONSbKsuUKRwGPOxIE1C5TE+JIHFmQ2f31inKtPTIzCKrz4Aic5VesoxdAo0DqJ3cyNeDepDGw85D3MsngUI7O08VLTyhczpoB0A9/gQiRkgiikS7ERNdW3J0jwdnqoDyNJtXrpsAabEGxQRHYiJq3DFDAhLYupaeaJl4my5Pd9E25jemM4uOeter6HuwfqgPorh9ARYpyC6IJtKmmxaBABMETdyogZwpObTZqc+gNupKtkTsSIgl3wtZ9fNoZJfMyemVZW/PKfZD71rJq3Mxou/54OvObSFUVE81ZVXX/AMF9qv9KaiyHhzmmHDHnEVVKyXjPRrYovgoGRquC1lj86tfYp71qJJdiPo+wWaY+pU5uqrXPauMRHg6jHorWUxwTn4xO+/3qjxd3Ixjv8AJ6gSss3sXo7HMinuQW94gMtdBtEqymj+Vcs+dD96UTLRcZsF60pYkVdrDXsJQAICggKCKciUcaO4Sk4y2Rc6ii0kaMnFYbTqFKzAEVwFKc76fpL7+FgyihywfFMc3anOldsELe87u87o5tTJJS5RvngilsTmTg7VNjTAGNOACdHUJGid1RWW3l/h0TqVUpLFb/EqvWa0xDjRu8MgHnQdy6XRqCGamBvLsCnnTfdJ10lIy2r4UQiaYElOMEOse6Twq5hvdyfT62KffwNu+cov2wf9k3XyUWHCHagqqUmW2Ufl/wDwCsgcobrdrw+xPlK6AsZ278KH7MNf7oPcVZLftTbP9yO78If7HSusNzIfKGLYJcpZuerLwDxOdKDL3J49sow62TrKrKu0TMmZjEGcJvuigIHAWB3PgK3ytl+S+AYcNivOugw84w6jrJqBjsVK7ZrlveZi16WZrp51x90nHjUzXaS6dysCSyV5l1QeVNaFrFalwpMMsJDKhzFtFfv8AtVocuOJ56NtCWCrtWoNtiwE/UB3fKZay0bjH3xrfA44fmn0RAj7+9iXEDWv/n0RMDfIrg+bFKTw6JAJzA3sRDkTlWhEQFBFEFE2JoGAmBAaIQkmCp5qusAoEwm9ra62y508PsULfD7Kd4ocROddHJyXEYszQOyGgPFVVFPzrWU7zb92Q2jEx3pExTrWosp+G7vkZwgL8lojIzUzVSIlxVV5VrJCXmPPRjJEBUz0p65wWBxdktJ9+K1fJ4XGfvrfexFAHcYkvsCYsukAuJgWGhYI3YtoZBUwIkzy61rKgjK9OZ4kiIiINWtjsm5x2eRTRV6k11NfSNBeeXYAKtMSH45q4w6rZqmCqm2luE0tst721pZcldsl721qwEpWWMpqqqoVlK+8F7dEHnATAdhKiUkyWOyU/wDiLQ3OePFmPe1jS7dIdqeCxL1MjIg5yOhzHQZSgvHjGnUtLlJH5GHal3+Q6iiwKMj61oiIiUiVSJdqqvhptCfmXno2DH6yebwjKRne54HyONJ604G3fOUX7YP+ybsn5M76C+6h4idVfBb+0Mn/AG278KP7MNf7oPcVZLftTbP9yO78If7HSusNzJLJU7+avvmrMMFwI02mvMlBkRk6DOYsD71dPGsrsiktbBz7YZnGDvrR7Q4CxP71O3tdjqYfRTI5zo+vcIRMc0xQhXaipilS8n4T+KtIrB/U2VJydms62cx9Pq6lpxtxlxQdBQJNqEmC8Lk61vVnbXlcVT058XeTUw72X5L9DNNk64gBtWmGhYaEA5Nq86/RLwb28YdEvDGWHH1wbFV515KiwQY7ou7P8k07nAC4RFaLUaawLorTzRsPG06KiYLgqeGwIZTZGYmKAmsy5kpsBbbEARBEUwRNC0Wpy6b9mOI3mInrWp1lmwQJx4BJtNpgtW62v3FXBjqGIIiqhLz07YLkyBGbQoI61XPSozQvSAaNxGxNcM5U1JTWS8MIxiZm46SKiHT7Jx3zZdTAwLNXcs9hhJER55Rkq6P8qJ5qvVmctx743iccthco+ZdC2ZUJqanig8iODTjMS4xkQxB9oti1bLC1b55yAcUxUcAFdo1ldLRuCEYeM8v5JoZPfMcX0ayo+fHfRHgWkxdHr+mCAS4wotLHH91VSljnyKK1vLnRWsw+itZh9AvVWYfQX1VmH0C9VZh9BfVW9n0S9VZh9AvVWYfQL1VmH0C9VZh9AvVSiQ7UVOBynYz7cy/4osF6l4G3fOUX7YP+yUm5J+TO+gvuoeInVXwW/tDJ/wBtu/Cj+zDX+6D3FWS37U2z/cju/CH+x8rrD/tuZDCAZIQN65Q3J4tnbpIu97VokLqw4ACUDEhXAhXFKivjJjA8P7yfn9ExgwBS59G6Wxq4ta8AdHiHUqM7EfJl8VE0/Pz8Hgq6kTWuyozSMxWmk/cBB/LTMBMFE0RRXalSoxRzw2gvFX6EESMkEUUlXYlQ4yR2+RTXjL/T6KuYZsnO5DHTNlxsUIwIUXWi+BtMuPL+rBS8/JTFtEdb5Zy9FNlCIiOaKIKJyInA3u1JPa35lESQCe2lKiiSiSKKpqVFTwuNHckvi00mtdq8yc9Q4rcRgWm/vXpLz6OS0RY9pQy47y5//lZYTMAahh6Z/wBKyN+cXvs6ytVUsq+cx3MnJ3ZlrHP7413BVlawxvoSAcBHthhyqlI2atq4gLmCuClyItWG7lbnt7dVVjmuv6q89EjchhUVBcbNOtFSr7Zitzu+tIqxiX2V0LC9OGeDUItq4mK8XDcvFmYuYoSqoPDxTqfAkwHt7kB1Emwt3J75ji+jWVHz471DwMUcXOr/ACMQoYqJJTgK2WC/cvAS2Ekw3WC/fHD76ISAyE0wIVwVPPwAGTbgmC4EBIQr50rtvyh/ijvqGu2/KH+KO+oaXK2/qiotzd9Q7luuUy2Pk9AfJhwhzVIUSu2/KH+KO+oa7b8of4o76hqffrrc4yMT5hvtISEgqibajvuxZDchg1B1ss4CTkXnrtvyh/ijvqGu2/KH+KO+oanZQ3ifFKNNnG8yW0FRNzInK0LOiwJ/yQixA/FLQX20Gzvo3SIofbDWWWWkZ6E7brQe/K7qcfTYicDYZe9vLGNe5PWPX9ENhnmg+vTuMBm4Mb27qJOIabRWpsN6C+rL49S8hJz8Fa2d/ucdvnNFXqTXwLjYugoGmIrUqKccukC7C+ggAnDQQRSJeSocQY44rgTi7V/p4Mngt1DOYE+iWkw3vr4B0l19VYJhhyc1OwGHNaIoL9WnLc8PEwNPUtG2beoxUetOFACNcAFS6kpq3Pnx8AT86Zt7LeskVxfPspEQUwREROEvdmSYiyI+p9NqdOiEhJRJFEk1Kip4THjuSXkbaHEl9SeeoMNuEzmBrJeMXS0bTCKfPBj9zafVQiIAgiiIKJgiVdpXZlzfe/dUsB6krI35ye+yrK35mXzGO4xLkRgMGHSbQ8M7ClVVVVVVVV2qq1kpFQrS6roIQvH60rKO0w4DIvMZ4EZYIG1Kyau6M/2OUeAbWyWrzlCybRxYgI6hJgRls3bdbZNxdzGA7lOMa7Eq1Wxm2x8xvWS8Y+UlrKO9mB9iQjUSBcXDT3VZL03OYVHlQHm0xP8A9q+3kp7qtM6ow+sl3cn0VLJG9CsqPnx3qHgYw4Ndf+RzFDFRJKcBWywX7l4DKWHvE7sgOI9/2+gbbGOXPaZDlLFV6KJy08GYerirs+h2W8wNfGXbwE2GzOYVl8epeUV56uNvet7+Y7rFeIabCTgclms+5k54sF9a8EQiQqJIhIu1KlQCDE2MSDo8qf8Av0BHjOPl3CYDykuyo8duOGAJr5V5V8IXwSQG+RzDnHVpWpvF03OimCaCoi7cFo4cc9raJ1aqO2N/uGQ9aY0Vrc/dcFaW3yU/dReoqWFJ8SvrSlivp/cn6qSK+v8Acn6qSHJ8SvrShgSV/dQetaG2O/vGA0FrD99wioIUcP7tC9JcaREHUiIieAXeztz0VxvAJHS5C8y0+w7HeJp8FAx2ovg9utz9wdzWkwBOM4uwaagMwWBFhPSJdpLz6UCfJt5qcYkTO2oqYotFlQrsF1s2FB5QVBIVxTcyZlNxbrg6uaLgZtOA282oGImC7UXWi0VitZbYYV2v2ryRPaWm7NbQ4sNr70xruGgwTARROpErKO4DOmoDSoTTSYIvIq6FgtEKam+PP74Q7WdlMtNsto20CAA7BFNVX++owixYZYvbDPobgqqbFVMdX3blkfZZuABJbA2Xe4JCTHqWktFuRcUhM+wlIiInmSr++D94fMFRRRUHgBRSJBTloUwTDm/yQYIY4FRgoFml92iHHHr3LlDGfCNhdu0F5lowJsyA0USFcFTz/QGTcDseKslwf1j35DRghiorRCoEol9Cx2v3y+7gpMdqWwTL4IYFV0tb1ud6bJcU/wCi8Bkm1hFfe6ZIPqThJENp/XxT50Sn4jzHGHOHpDs8Otw5sMPPiv0dJDe5JhzFq0YDe9xB5y7pfoKdAYntZj4+iacYanxFhTDjkSHm7F508FtdgcfwdmYtNcgfvFTLTbDQttAgAOxESn0xZXza+CZmymUwZkvAnMhqlJd7j5Y9Xx1c/LDpbxcvLHKemSX+/wAh005lJVTRYedjvC6yagY60VKn5TPvxkajirJKPdl/RNJcrDRoRCKikiIikR1Nv0+WKgpo2C8jfAxg2n6tFf8AIpghjgVGCgSiWg2mLgp593KW244zmB+1T+vh9jtqz5Wc53hvWXnXmpNxxtHB9y0QqJKJJr+g2Gc/ui4vInCPNNvtE08KGBalRavFocgHnhicddhco+ZdOxNbzZ2E5STP9fDPQWHeTNLnGnLa6PeyQ09S0bTjfHAh8LYHMYAeYU+jrqGa+J9IfdoMhvjoh0lrzfQeU4YXbO6bY+BwLTLnawDMb8YepKt1niwcC7670z3STOFU5/oMBUzREoUQRwTYn0Av0WYIY4L9y0YKBKJbrXfR691UQkVCwVF2pV7tSwXt9ZRVjmvsLzeGwITs6SjLSekXIKc9RIzcSMLDKYAP5rz6DgC4nuWnAIFwJPv+gWWP3j9nhjAXAIDFCEtSoqalq82Yoaq/HRTj/mGiAqZiKbSXBKaBG2hbTYAoPgJsMnx2gX7qWBGL9xU6lWvi6PzH66+LmPr18XMfXr4uY+vXxcx9evi5j69fFzH16+LmPr18XMfXr4uY+vXxcx9evi5j69fFzH16+LmPr18XMfXr4uY+vU2EjIobWKhy+bTbHPdEeckTwpNJOHuYZ0XO6BY6Fqbznic5BTBOv6EysD+0sHzgqeAABuFmtiplzCmNRMn5r+t7BgPr8aoVjhRMCUVePnPScTNdJPP9BMN5g4rxl0l/yO4CODgv3LRCoEoluMd+HQdaB5om3RQwLUqLV4tLkA88MTjlsLm8y+FwYT059GmB6y5BTnq3wWYEbeWUxXaRcpLpKiEmBJilOMKOsNac3hwAR8X100yIecufwBURUVFwVF2pV6sisZ0mGKq1tJvoedNCytb9d448xZy/dr+hFRCFRJEVF2pUyOsd36hcVf6aUEc6Y35lx+gF4d0N8ZMOkOGhbm97iCvKfdL9CZWh+ojnzEQ8Ayy4+6LTIKZlsRKK03AdsN2vi+b5I77K0luneSO+zQWi4n/g3E68EpvJ64HtFsOs6ZyXL+/lJ1ANMZPwGtZgbq/XKmWWmBzWWwbTmFMOAkp+s60+gY7X75fcn+T3G0cHD1LRCokokmuo/fU0TATAgMUIS1KipqWrtYDaxegopt7Vb5R8JtdofuC53e2E2n/RKiRWYbCMxwQR/Ml5+BNsT43ro2CTi91SoqLr8JBoz4qL10EcU4651ak2J4HerHxpUEfObSe9N3JRrOnPPdAME61X6FfZF9pQL7l5lpwCacID4yaNqHGSRdEfpCYG9ynB8+KffuNArjogn7y4UiII4JsT6EyoDG1IXRcHTabN10W2hUjJcERKs9rC3M4lgT58cv6J4BKTuBXm+gGGc7uj2ciaaf5KcbRwfPyLTAqL6iW1E07jZo07E0/VPdManWuXB762pByOBrHwezt71aIw/Ux9evhFRC4yItKwC840sZf3SSlYcreXOitb050FrenOgtb050FrenOgtb050FohIVwJFTgwaM0xFKSOfLglDGH94lWhbAdgp4PerIj+dJhCiO7SDkOlRUVUVFRU2pWSrWZAcd8Yf5J9DT42/t5wd8H805tG0D3DpedE8OTwK7Bg4B86YblrbzpCnyAn5/Qt/DPsz/mwLSACMxABUiLUiIlWW0jAa3x1EKQe1eingLyZzRevw9lj94/uTgE0k/yLgmOPAeaplihScSEVYPnCpOTkxvWwoPj7JU9FkMLg8w4HWK+BiOcYjzrhTYb20LafuiieDEKEmBIi05HUdYa05uCBM0EHm8LvNmGYhPx8AkfkdWphY1sYaMcDQcSTzr9D3GLmqr4bF4yf10LYObDH6xKvhaeC3IM+GS9Bc7ctreZFReU9f0Lcg3y2SR52i0RRSJBFFVV1IlWO0JCDf30RZBf8E8Cwx1Vs8MACNcBSmmRDXtLn/wAwOwYj3fIzJfypR2S2l/hUTqJUr4gtviS9ta7X7d4o/bWu1+3eKP21rtft3ij9ta7X7d4o/bWu1+3eKP21rtft3ij9taSw23xK+2tTsm3AxOEe+J0D1FTjZtGoOgQGm1CTBdO1N79dIwc7iL6tfhLjQn5l56Nsg4yffpsjnOj5tf8AkRUQkVFRFRdqVMjKw7q4hcVf6bsYcyK2P1U+kDHPAh6SYUDZE6jf7ylm0IoIoKbE1fQrg5zRjziqflWGGrm0LFZ+xkSVJH9evFHoJ4I8mDpeFIikuCYrQR+U/VSIgpgKJhw6/wCXZURiWGZIaE05F5Uqdk24GJwj3xOgeoqcbNo1B0CA02oSYLo5MtZ93QugBF4W5H5W/VSoqKqKi46MUeMX3f5FfaF9omz5di062TLpAe1KFM4kHn1Vhhq5vDF8FaYwuplyD3Sff9Dyg3uY8HRcJPz3bDZ96zZcsf1m0A6PgspO7EufSFFIs1E1rSxwzdqovPRsGP1urwAAI+KK0Mfpr9yUIiOoURP84SojEsMyS0JpyLypU/JtwMThHvidA9RU42bRqDoEBptQkwXdySb7uS96IeGGAmndJ99OMkGvjJoMjmtD/kadG39rEe+Ds8/mqGOdMbH630lgmKrpq60PGdAeskSuyGPHs/iJQvNFxXmy6iTw68hmXiUn18fXr3LDZ+LMlj522196+DSU/V48y6UYMBzlTWuzdIRLjIi0UcF4qqNLHPkVFpWnE/dXgEAl2ItCw4u1ETrWhjdIvUlC0A/up/nWVEYlhmSGhNPzSp2TbgYnCPfE6B6ip1pxk1B0CA02oSYVku3mWpT6Zr4c4wJax1LRAQLgSUA5xiPP/kjsYUmI+PMuKefn8IwXmWs0k2ovhjzzUdtTfcFseclwqVlLHb1RmieX2Rp+/wBwd4hi0nMA1OlyXQTfJDp6+Ulpde1cazR5krZspqTIZ1tPuh6JqlMZQ3Rj/FK4nM4iFUTLDkmRf5mv/FqDdoM7VHfFT6Bai8KykDNvLn1hFasNn3zNmSx7jaAc/g7iZzRJ5tFkM8/Mm3gcweilb030Urem+glb030ErMDopWCJsRP89yYrEtvMkNCafmlRI4RIwsNY5gbMV17dFx1trvrgAn1yRKSZF8qY/FGgMD4hCXUuPhCohJgWCpQMo25nJ6v8toBLyLW9H0a3lzmoGOn6qERHYibkjYPgz0+Gx36S0K+lro7/AG4f70y6gWu2O3/6vsUGUFuLa6Y9YLTNygvd7lNKvMq4Vdb8EZVZiIjjqbT/AHRqQ+9JdVx9wnC51Xdk8ROvgLblJOhYA6vZDPMe1Opatt0iXIMY592m1stRD4RKtQS7oEp7W2AImZ0l8JJM0lHm0Gg3sM31/QCbi/5DclR2u+PtB1klHeLcG2WC9WK0eUFuHYZl1AtLlLC5AfWlynj+Tu120M+SOe2ldtAeRl7dHlWABj2GXt124h5AXtpSZYt8sE/bSkyxj+RO+2lDlfC5Y76UGVdsXx49YUGUlpP/ABKj6QKlNXa2u8Scx7WFA4DiYtmBp9VUXwSdPjQGs+SeHRFNZFT+VTq/JowCnOa4rSZTz+ix7K0xlUad/ip1gVQrzBmKgtvZh9A0zVqbNjwGFelOIA/mS8yVc8qpclSCEnYzXrOnDN0lN0ycJdqkuK1gnNQGQLnASgvOi4VCyhuUNe/q8HQd11Z77GuiZnen02tr/TwpXm0/eSuyG/PSSW/PSyGhFSUqWex9Yvur4wZ6J+qhnMLyqn3UD7TnEMV8HQVXYi0jR81IwXOlIx9at4HpLW8DzrTgoBqP0k20pay1JQgI8VE05GwfAyJBFSJUEU2qq6qn5RstKoQxR4umuoalXKZL78+WHRRcB4KTxE6+BacNl0XGjUDHYQrgqVYsoxlqMacqA/sE9gn9IPpg8vn17sZv99U6v8xSpsaGOMh4Q83L6qkZTgOqKwp+c9VPX64PbHUa8wDTkl97vrzh9ZLwD/eV4ASIFxAlFedFwpi73FjvU17qVc5KjZWzQ7+00+nsrUPKa3ScBcUo58zmz10JCYoQEhCuxUXFOGwWpT4xIrj7vEAcV/8AKmSnZsk331xIvyTm0C4i9VOvvP5u/um5mDmjnrjmpzaTZm06LjZKBiuIqi60WrHckuduF7Y6PcuJ5/B3ZGGoPXRERcZVXQe70WizLda/ezx5lph8HxxD708CFkyoWB/eVVoQEdiJpv8AfV+kWW87WuxOBkbB8ClymYbBPPlminrVearndX7gaoqqDKbG/wD3nXhJPETr4PJm+q9hBmn+s2NGq8bzL9Hyk4pfduNgpmg0iIiYJs+hc4ccM4cebH6cvN9VsyjQtqajc/olGRGSkZKRLtVVxXg3+8lwltusu2niwaqHK2WwqtdxZucNH2eowXaK8C/JYjN58h0Gx5yWpWVDAYpFZJ3zmualPZR3FziEDXoDR3Se5x5jvtUsuSW2Q77a0T75goG84Q8ykqpolxF4DJi6NWyW72SSoy4H5pXbbbOZ/wBimMorS/slIC8zgqNAYOAhtkJguxRXFPA5LmCZgrt26T3ei0mXCacQw2pTbgOAJCqa+HbZUtZakoQEeKnBP99X6QRMVoUzRzeBkbB8BfebjsG88SCAJiq1cp7lwkq4eoE1AHRThZPETr4NFVFxTFFTYtZOXb4yhqDvylrUX1k5+GlTosNP7Q+Aebl9VP5Uxg1MMG75yXNSncqJpd7aZb9ZUuUFz8eKdQJSZQXTyhPYGmsp5wd8Bp2ouVEZzVJaNlfaGmpLDrCvNugTSa1NF1JU7K9hs1CCwr/1zXBKXK+5LsCP7C01lhPTvrDB+saiZXxHFRJTJsL7SVGksS2t8jOg6HOC+CSUxa6txlvMDXtXb9ApUmdFi9/fAF5scVp/KaMHeGTd869ylP5RznO9o20nmTFaenzH++ynS82dhUlVzxLFceemLpPj96mPD/NilRsq7g134Wn0845q1GythnqksuML7aVEnw5nyaQ255kXX6vpe4Oqxb33A2i2qp18K/3leFyNeILubPI40vrTgLxfwiKTETBx/YRcgU++9JdVx9wnDXlVeCLiLwcObKhHnxHza50TYv3VaMqmn1Rm4ojLmxDTirwxkIJiSolHJ6A/etK64X7y8A93ouAFww4pkP303OeDjKhp50pmc04uBYgX5cGw3nd0SdXCPd9XwfZrVdVPT4bHfZTQebOTGncoba3seJz0BWncqmE71FcL0iQadypll3phoPWVOX65uf4hQ9AUSn5kp0C3yS6fWa0zdLgx3qa+P86rTOVF1b2vA76YJTOWUhO/xGj9AlGmcsIZd+jvN+oqZyjtLv8Ai0DzGKjTMyK/3mQ056JovCsJi51cFI2D4DlHceyJHYrS/qml9ZcNJ4idfCWyadvntSQ/dXuk6Q8qU2YutC42qEJihIvm4OdPjwGs+QaJ0RTjFVwyhlycRY/UNebjUqqRYkqkq7VVdN11xtkhAyET1GiLqJNGJLfhPo9GdJs0qw3oLswqEiBIDjh/VPAzTOAh81R284s5U1J9AGYtgpGSAKbVVcEqZlHGaxGMivn6hqXeZ0ra8rYdFvudGVtHQRVRcUxRU2Ki1ByguUPBEe34Og7rqBlTDkYDKRYx+saAhMEICQhXYqLin0pdBzrXK+yLhX+8rwuR6Y3vqaLTyiuyxA7FjFg8ad0XQThC4i8Lk7fyhGMWYalGXYXK3SKipimCouxeDdfQFURwUqVVJVUlVV4J7vRcHHlOMauMHNTTguhnAuKcAKZxIlImCYJwj/fV8CVUFM4lQU51XCnrvb2OPLb6gXOX8qeyohh3pp131ClPZUyS7zHaDzkqktPX25O/4lQ8wIg07Ife7884fpEq6R8QurTZnzY/eZbwdRrTOU91Z2vg76YJTGWTqd/hAXoEqUxlZbHO+o6z6Q4p+VRrnAk94ltH5s7Bfz0k1rhQMinG1rSIibEROCkbB8AvMzsK3GY8cu4DrXh5PETr4XI+Zv8AbCjnx2FwT0V4K83cLcGYGByCTUPIPnWpD7sl4nnzUzLaq8DI4idelaZZQrmw+PISIXnFdqeCCKCOCeH3K/MRMW2ER91PZGpc6TNPOkOqXMOwU+7TlbR04FzmW88YzyiPKC6xWrRlHFn4NP4MP8y8UupfpOQGfGdDpASflwr/AHleFyJDGfIPma966Ul8I0Zx9zitipLUh85Mg3nVxMyxXhC4i8NkfdVdBbe+WJAmLS8E+7mJmjxl4B6ZHZ47iY8ya1py7p/dNKvnJaK6Si4qgHUlLOlL/flUybKSKao+dJcZvlTtBd54f36l1oi01f5I99abP8qYvsVzU6htL60pp1t4M5oxMedFx0475MOZybOVKAhMBIdaLs04461LhX++r4Bc7pHtofrMTcLitp7/ADJUnKKe/wAQxYHmBKefefLF543F+sSrwZ8QurhI0+ZF+Tynm/MhLhUDK2W0SJNBHw9kqgzGJ8ZH4xoQL6xXmXdjjtL1cJI2D4BlU/nzGmORscV614eTxE6+FyVldjXoBXiPIoLwN0nhboZPEiEewB6S086b7pvPEpGa4qvBSOInXpNIivNoSoKZyYqvJrpcprQKqKPkvnQFqPe7ZIXBua11Guav50ioqYpgqc6L9HGYtgRmSCA61VV1JV3vhysWYiqDGxS5T4GVtHgbFlIcZRjzyU2dgucoUBCYCQKhCWtFRdSp9JSA3uQ6HRMk/PhH+8lwuRDf6iW7zkI6WVj6t24GU2vF+ScKXEXhoEkoc5iQG1s0WkVCTFF1Ls4BVQRUl2JREpEqry6UqY1G4y5x8gptqRPff1Z2YHRHcEVJcBRSXzJQQZR7GVTr1UlqkrtUBqVZ3yjGiG3S2CXyG1R2WcH7gn6JJTsSQx31kx86juNOuMnntGQFzotQb8vEmp/OP9UpswdBDbJDBdippW17WTJL5x02UwaTz8K/31eHlPhFiuvucUBxqS+5KkG+8ucZriv/AJwp8QurhsnrkVuuQqRfqHVQXE3WkwaHhJGweETQu7u/XaQf181OpNXDyeInXwrThMvA6PGAkJPuWmjF1oHB2GKEn38BlHNWXciAe9s9wP8AVeDkcROvgYdxmQlxiyDb82Or1Vbcr9gXFpPtW/6jTLzT7QusGLgFsIV1cHOyhhRVUW1WQfMGz10/lLPc70gMJ61orvcS2zHaC83JvZLPqLBaiZUPCqJMZFxOcNS1Dmx5rW+RnEJOVOUevhbpfYVs7hwlde8WFSsrLg9qYRtgfWVHe7oS4rOepu/XVvZOc6iwKoeWEkNUtgHU5w7lat15g3HUw6iOeLPUXBX26rNdVhhV7HBfbXgpW0eCyZvaw3UhyS/s5r3JeLX6SvQb3eJKc5Z3r18I/wB5XhckG8yxoXTcItC4XiHA7lw1N3xYa1qVlNMc1RwBhPaKpMqRLJCkvG6qbM5eFLiLw2GOqmBUGGxJNaCKL6uAlFg3hz6U+473i1H4/KdKqkqqqqqrtWo8Z2QWDQ4pyryUxamg1vKrhepKAABMAFBTzJuvd6LQkW6JJ74yiF0g1LUyxPNIpRl30ejsKlRRXNJFRU2pUGe9CPFtcQXjAuxahy2pjG+NL1pyiuiye9vCfMummpOFf76vD5WPKFtBrxp/knDHxC6uHs76ybPFeLaTaY9aatweKnCSNg8Oq5oqXNroyz3CJdpEq8PJ4idfDZNv7/Yo69BFD1LpzHuxoTz3QBVTrpVVVUiXWutV4ORxE6+DtF2kWt/OaXOaLjtrsKoMxmfFGRHLEC9YrzLwE2axBY358sOZOUl5kq53mTPVRxVpjkbH+ujGivS3MxgFJeVeRKtlrGCe/K4RPYbUXAajvfuF9y8EqoiYqupNtSJZuO4gSgCbMFqfY1JSdiEpLtUDWjAgNRMVEk2oqaCKqLiiqipsWrLlQ4wosXJVda2I7+8NNuA62LjZIYEmKEi6lTTylnqxGSK3x3tvmHg5W0eDyVuSzIKsPFi8x+Y/SOVDeZdUPptovq4R/vK8LYmt5skQP9NC9evdv18UDKJCLWmo3P6JW3hy4i9XDsXe5Md6mvdSlnJVsyuLPQLkCfagnvSmnAdbFxskMCTESRdSppSl7sU82jc5u9orLS92vGXopuQLeryI48ii3yJyl/8AxQCICggKCKbERNF7vRaU+2szRVcEB3kNE9/PUmO7FeJp4cCT1KnPUKW5DfR1tfSHkJKjPhJYF5pcRLQWmCzmALnFNENZp16OtdSY40xAdc1n3A/nQwI6JxVLzqtdhRvFJSRI/iQreGfFB6qRpvxYeylII9FKuveA9Kn++rw+WC/JR9JeGPiF1UnDZKqq5PMdZe/cDiD1cJI2Dw848yA+XM2XgEniJ18NkS7jBkM9BxC9aaeUh5lke+sojwkjiJ18JYbsdrmY7WD1Oj/XrSgMXAEwJCAkxRUXamlcJrUCKTz3UI8pLU2Y9Okk8+uK8icgpzJo221uTF3w8QZ5+UuqmGGo7SNsgggm5Lnx4ffT7vkAdZVJygnumW9PK0HIiImNHPmOceU8X860rjhcZw1/mWsV5yozMWyzTJNXOtKZrtIl++kIudaF98OI+4PUS01d7k1xJr/3ljUTKaUqE1PNXAXYQimNMPtPhnsGhjuT4DM0O7TA02Gm1KmQ3obuY6PokmwtGwXxy2Pb26qnFNe6HoLzpQGLjYuNkhgSYiqLqVNK6SezLi89yZ2A9ScHK2jwdgmdhXhhz9w1zD6l+kcrW9UZ7rDhH+8rwgipkIomslwpsEaaBtP3BQfUm5fJiwrYbgLgZ9wHWvgJcRfAck7ssWUkF4v1Dq9z9QtF53e0867KIlJcSXFdCW+MdgjXjbBTz0RKRKRKqqutVq2Q9/LfXE/VjsTpLpvd6LTnwgmsZhYCacQ+Zf8AynWzZdJtwVExXBUqyTexpO8mv6p38l0YssmVQSxJuhVCFCFcUXYugz30dG0imDhdScBdfk4+lT/fV4fLAfkpelwx8Qurh8lEVMnmOsvfuNd7HhJGweETdvJZtnlfZ+ASeInXw2RTmE99rptaKqiIqrgiJtWpuUcOOqgwiyDTo6hq5XuRcGVZMGwbxRcEReEk8ROvhcjbnngVvdXWHdNdXKmiRCAkRKgiOtV81Xe4FcJpOf3Q6mx0bRad/wAH5KKjX7odKkRETBMERNiURCAqRkgim1VWrheyPFuGqiPK5yr1UqqSqRKqqu1dFzvZdWkw+7Hd3xk1AudKtt4bk4NSMG3fyLcksNSWSaeFCFfy89XGA5Bd1902XFP+nXo5H3ZQP4uf4pd5Xz82jc3ux7Y+5yoConWuqk4OVtHhLc/2Vbo7/TbFV68PpDKZvPtKl4sxLhH+8lwlla3+8xW+d1F9WvdywNcyKHnJfAS4i+AoqiuI6lTWi1bJPZltjyOUwRV6+XQMlM1LRur++ycxOK3q++mGifeFsdpU22LbaAGoR1Jpvd6LgMoIaG0ksOMGo+rctUrsuABlxx7kuvRtruIk10dadWhH75o2tMIq+cl4C6fJh9Kn++rw+VwYwWD5nOGPiF1cPYQ3uxQx/wBJF9evcjr+r6uEkbB3d5d8WXqreHvFlXYz3i1rsV/xa12G/wAyeulhuiKkubq16d/+ZX/u8Ak8ROvhslXMy/sp0xIdBwxbbJxwkEBTFVXkSrxeXZ5k22qhGTYPKXnXhpHETr4WFJOHMakt8ZskKmXQfYB5tcQMUIepdDKmZvMIYocZ7b6KaNmte+4SZHe/3QVONuPvtx2SddJBFKuNxdmmqcRpNgf1XTc72XVwFqvCgqMTCVQ2CfN17jzIPsq26iEJbUq5QDgvYLiTZcU9ADJsxMFUSFcUXz1a5iT7czKTaY90nMXLoZTuZlqzemaJpZO2I72+4OerTLSaz8/IldoTX8RP8Ku0Jr+In+FXaE1/ET/CrtCa/iJ/hV2hNfxE/wAKp+Q7QKH9vP2K7SmvLz9iu0pry4/YSu0pry8/YrtKa8vP2K7SmvLz9ir5aTtEsW89XGjHED0sk3d8sLaeLIg+kLo3v1skBztr+XCP95XhMkGs+9Z/imyLdyvbVY0d3oko+tPAS4q+BZHuZ9iQeg4Sbr64MlouFmNGXRFVpVUlUl2rrWrKzqN5fRTgHu9FwBgLjZAaYiSYLT7SsPmyW0CVKybdVJLrPIQ533powizJYefVoR++fdowEzYbfAXP5J/MlP8AfV4fKVvfLK6vQIS4Y+IXVwyIpak2rqSozaMxmm+gAj+W5GXjDwkjYO4CZzgjzrpHrAurTyi+ZXusfengEniJ18NYz3u9wy/1UT16tDKudxIIem5/ROHkcROvhsj5W/2bel2sEofcuhlE/v8AeXeZrAE+7Qs9t7LPfnu8ivtruSH247BPOrgA1cJzk57OLUCcQOAc72XVwNouisKjEhcWl2F0NySw3JZJl1MRL8vPU2G5CkK25rTaJdJNDIeSqsyYvRVDHQytP9TGD6xFotgbrottipmZIIonKtWO2BabW3FHj8Z0ucl0rpx2+pdK+21LpbTZTvo9216VKiiSiSKJJqVPPo5EnjAkBzOovrT6QVEIVFdi6qdDe3TBU4hKn58G/wB5XSudrftfY6SUwN9lHerSyIa1S3/RDdvMXsu1PNDxkTPHrTwEuIvgWR7ahYkLpuEW7K719+iqISKKpqXbR2fu+4dRA86a6YZFhkWw2JwD3ei4G5WdJb6vNGgGXGRatlsGDnER57pJgq8iJosd/b9JNCPx16tGMmEZtPqpwFxT+xl1pT/fV4e4Nb/bpDXSbL14cMfELq4a0s9kXaKz0nR3WlzXE4SRsHchBnSUXo69NdLKT5md9IfAJPETr3bNaJN5lGxFUBIBz1U9ldol18dFrtEuvj4tSsi7tGiuP4su5iYqAKqlwEM97msH0XBX86Xbu3Z1X7rJNfGKidSauHkcROvhshnVSXKZ5wQt1Kkmrkp412k4S/nu2yCU6RhsaHWZUAC2AgCIIjqRKccBpsnHCQQHWq1cp5zn8djQ8Qf69fAud7Lq4KyXPMVIshe4XU2XR3J0MJsdWz1FtEuitPNGw6TTo4GOpd3Iw1G9qPTaLQytX9fGTmEtHIS076+V0fHuG9TPpadz4zfUunljbN4lpOZH9W8uB+Y9HIddUwfQX3/SN7b3q8SE5yzvXwb/AHktHImydnzuzXx/s0dfbOvhFiZ8CNM8UagXUWlkizvdkQ/GmRf00L9B7CuJ5nene7D+qeAFxF8BjMOSZAMMipGZZqJUKMMOG1GDY2KDuvjnMl6+He70WgKKS9yil1JWxdfBQQz5Q/V1roR+OvVoxFxiteinATkxhOdX9af76vgEpveZbzXQMk/PhT4hdXDZIM75fgLxQEWgK5woXPwcjYO5ADNaI+l7tM++F6S7iaGUnzK75iH3+ASeInXu/BxFwizJnTJGx0MtsnuxjK6Qg/Un34OgvPpguaYlzEi0K5wCvOiLuzUUZz4rtR0vfpwcnbxPijKhwidZPYaENBkdf/IPW6FBkJfS2gwPW9XaBeenF9ujyDvgbBYPqdqZk5eYSKT9uezecEz0/KtiqiouKbUw3JHETr3YdouU/wCSQX3U583AfWtM5FXw9rLLXpu12h3jpxfbpchb0nk34tHkffg2Q0P0XRpclL6IqS24/bDSyJ+cny/0sPWqbqU8ma84K8hL79yOwcl8WmkxIqhxgiRxZb2JtXpLz7l4uPZbm8tL+pD/AJLwTnei6uDslx38Oxn1/WjxF6Sbl4t/ZbG+Np+uD/km7keON+FeZotDKz5Yx9noW6G7cJzURjjOF7Kcq1DitQobUVgcG2hzU07px2+pdOdEbnQ3Yr3EcH1Lz1KjuRJTkd5MDbLNXQyI79L9EPpHKpvNuLbnTb9y8G/3ktC1W966T24bHGPaXIA8q1Ahs2+E3FjJg22NXiElxtEmJyuAuZ6XJSookokioSalTz6NoZ3i0RW+ZofWuvdvV5C3jvTSIcgk+4POtPvvSXVdfNTNeVV8ALiLusMOPkotpjhtWhtTnK6CUtqPkdGjt0kNgoXUtGBAWBiorzKnAiiESCpCKLyrsrJtLNE1hObdlGmsjRR+4cdCS5iuYK6k28O93ot2JEemO5jI9a8g1AhNQms1vWS8Y+ValQ2JYKLwIq8hImtKnwzhSFbJcRXWJc6cCBkBoQKqKlR3kfZQ028qefdY75926xEef1imA860lsT9531JTDe9Mi3jjm8BJTGM76K0931eCFFIkFNq7KISAs0kUV5qTQygb3u9P/WwL1pwp8Qurhshmv1sx7zCGhHLuVHm4ORsGgFTJBHatAKACCmxNJKc76fpLpZRfMr3WPvTwCTxE693JmF2Bk9EZXjqOefWWvQcAHWibcFDA0zSFU1KnNWUtlKy3JQHFYzvdMnpLsqOudGaLnAfdu5RMbxeHei7gY/fp5AHn5KtJ0HTTRSrtYLZdwVJccd85Hg1HWUeTUqxO53foprgDye4qkcROurVa5V2mJGhhiu0iXignOtWXJO22sRMwSVI6bn9B0rg5vNslOdFkl/JaHi6KKqLimKKmxas2U0iIYszSJ9j1kFNuA62LjRIYGmIkmxU3L9GWNd3ui4uePUu5ZoHYjG+OJ+uc2+ZNy+3DNRYjK6146/04NziF1cGBEBiQKokOtFq2Thmxs7Y6Oo03L9A3s1lM8Q+OnRXcyHi/KJi+ZsfeuhlZ8uY+y/quhkNaexoS3B4f1r6YB5g4C58ZvqXgMs7ZvjI3Foe7DuXerQyI+UyvQH6RysbxjMO9ElH1pwb/eS3QEjNBAVIiXBBTaq1krYks8DF1EWW9rdXo/V3ct7UsC8LKAf1Eru09Pl0GG1ekNtJtMhH1rSIgpmpsTUm5cpgwILj5bU1CnOtOuG86bjhKRmuJL4CXEXcZaN40BtMVWozAx2swfvXnXQdaB0M1wUJKlx1jPZu0V1ivBWW/wAm2mgGSuxuUOUfOlMPNyGAeYJDbNMRVKMs0CLm8Ae70W5brW7MwM8W2elyl1Uww1GaRtkUEU3coWkOAjnK2SepeCtrma8rfIfv3Y/fPu3IETfP1rnF5E07rcotogOTZh5rQesl5kqD8JEB+ajMmG7FaPY6poVIqKmKKiouxdwkxEk50p7vq8ClAuBivMtPMi8OBbeRaMCbNRLamhlWGF2Euk0PCsRX5hqzGaJ1xU2J7/NXa5d/JP8AmFdrl38k/wCYV2uXfyT/AJhXa5d/JP8AmFdrl38k/wCYV2uXfyT/AJhXa5d/JP8AmFPWC6Msm67GwAExVc8dLIgMLa+fSd0GizTTz6tBpo3TzWxUlowIDISTAk27jTDruKtgqomhI2DUBrWrqps1JuXu6N2e2HMcTPUdQB0iWo2XlyGWhSWWDY5QAcFRKYebkMNvslnNuChivmXQXjLpX9MbK/8Ad4BJ4ide5YYK3K9Rov7hFifoprXSyxYYeyalE+nekz215i0l2Vb1zrdGXnaHdyqii5AGRiiGyvrRdP4NTxsL4dCQv5imnLjMzYrkaSCONODmkK1f7Q/bbuVtwUyz0Rr66FxVqwWdqzWwGARFdLW8fSLTyjPe8nJ5f6BcBkbclB5YDvFPEmtzKG3LOh57SYvM6x86cqVYoO/vLIdTuG11IvKW5dJowo2dtdLUCURKRKRKqqutV4NzvZdXCQZRw5IvB1EnSTmpl0H2RcbXESTFFpwBcbIDRCAkwVKO1v8AxokFpFIjXuF81QIjcGE3GZ4oJ7S6GVnyxj0F3bJECfeIsV1VQHDwKhERFBFEEU1IicibtwmNwID8x7WDIKapT2WV9dmK+ExWuZoBTMrJy7JerM1MzUA9YODzEm7dOO31Lu365/FVsJ8RQnSXMBPPUbKe6tSkeOQrwfvNmiYUw8EiO283xXAQ06lTdMBcbIHBQgNM0k50q4xxiXKRGAs4WnFFF3ciO/TPRD6Ryha3yzPfUzT4N/vK7uROT29IN1mh3a94Bf8AtoXS3R7pBOJJ4ha0JNoLzpV2gFa7m9CNxHVbXjJu5Os79fYo8xZ/qTdyvfXPjx/Mpr4EXFWo0RyQupMB5SWo7ARwzW0615V0rq3nxs/lBfy4PIy4qD5wDLuDxNvr5UqT3n7/AAAwJwVEBUiXYiJVusqBg5MRCLkbpNC4tb7AfD6iqn3cFHXNkNr9ZN1jvqUw2rzwhz7eqhRBFBFMETZp/CsjvxZA8VvxUtZNo6mTVuR/vvYwbs4cyY6PMXAwwz5A8ya1qREFzEgwE/yWk4qY1Nbzgz0TWO3q0Mr2e4jv8yqC8JZLDKu54h+qYRe6eX3JUO2RbXANmIGHc90a8Y14DKFze7DLXnDN9a4aWTDG8WFjnPE1+9dFss4EXcbaJ11ABNa0wwDDeaH3rz1N1zHeuhRSJBTauymW0ZaEB5KkpmyXU+su6TROmIj960AoAoIpqTcy9hvSrBnsipbw4hl1UAkZCIIpEWpERMVVaskU4VlhxXuO20KF17prgBL5txNG9pjZpXoeASeInXufB5bcxh+5GnH/AFTXUm3Sy8e3rJow8a6IadqXG0xPsQ924lX+4rNnE2BfqGVwHzryrp/Bif8AY54cxhwF5tDMq7wLkXHi5339H1LwGWJ5mSs3ziKesk4CK+UaU0+C62yQk9dASGAmOwkRU3HG97NdSCiqq6k1U4Yttk4aoICmKrU+WUyUTpak2CnMnCOd7Lq4Wwzt5d7Gc4h8XzFuW1kt8V5UTDNzUXl0cre/x/QLdsB73f4J8zw6F5hLcbNLhoSCTzaiK+en4cqPLKK9HcF9Czd7zVzsayOtb1qsDbMnU8ZK4Y9HHdunHb6l3cqoDs+zqLAqbrRZ6DUeHIkyUjsMmTqrhm4e/mqEx2JBYj44702IY9SbqbauZ591llzvFu5D7Zq+h/X6RmN79Cfb6TZJ+XBv95LcyOyb7PMZ88P7KHEDxq6WVR5+U88v9XdyMaz7o674tr81XdyuRez2V52uCTDFMdnLT9iPjRnUNOiepaehymO+MGic+GKaCa9SJjTFslv7GlAec9VR7Iy0Kk+W+lhs2DQoiIiJs05KIUZ1C2Zq8HAfWLPYfFeIaL92NSe9ebHh4NllSsCNN4b5z203b48GKSMj3S4Ymu1denMYWPLdZ6JaurgWExfBPrJus98GrUGLplzDhwFyt8W6QHIc1vPaOoPwdWuNMR599+UALijJ6F4HNnn50ReBt4YAR8+pN0kzgUedNC/MdkWd8U2gmen3cEiKq4JiqrsSrDkkR5sm6oohyMf+0AC2AttigiOpBRMERKf7wforwGV55ljUem4KaLDRSJDbIcZwkFPvWmgFpoWw4oCgp92jFxVzMFFJS2JTVudLWaoH5rUaOLA6tZLtXcnR3EkEYipCWuoEU99R1xFFB2Iqcu5cW1CSp8h60XcYjuPl3CauUuSnWAYaAQ8+K6DNqtzElZDEFht7piCY6BpnAQ86YUcEx4hIXm2UQkC4EiivNo3RM61Sh/01pOHk8ROurfDdnz2obHHdLNSocZqFDaisJgDQoI1lTlP8SGEdhpHZJpnrn8UBrJXKf47NyO+yjUkEzkzNhpofCQ9gxBY5zI9Oz/M8P7APduXaT2Ja33k42bmj1rq4D4MT/tc8PqAvATe9D6XAZfHhkwf13gTgbG4rtkhmvikT1atwhExVCrKSWiPLBZJVQdZ/+cK53ourhsmnQuUZVeXF1nBDHn8+llb32L1F70qFEfnSgjxW1cdPYn9fMlW3IiG0CFcXTfPlEFzRoMl7ODzbzUYmzbJDEhNdHl0Lpx2+peB7W7TiRHHUyNVUlI12rVwyPjmBFAMmj6BriNSGHYz5svgoOBqUVrIfiTOsPpKU3vUt5voGSfnwT/eSrJTJg7mYzJqKEJPW7QCICIgKCI6kRE1Imlej3y+Tj55B+9d3IlrCNKe5zEd3K2Opw2pCJ3osC6l4OOWfHbLnFF/LcNlpzjtAXWKUsCGu2K1SQIY7IrdA0233tsA6kw3C4hdS8BMXNhu+jwjaEcEELjK2Prw4RiBLf70wapzqmCVDsCupnPSQzeZpc6oltiRNbTSKfTLWW5J7wWgJiRKIkKqm1EXZu3+GpgkoE1hqPgbeGfJzuQNe633weurTsd+7hHXAaaJxxUEBTFVqbcI06T+pz0IeQkwxTgWQ3tkR5k0C45de6qIQqJJqXUtS2FjTHWF/cNU+7gIMKTPkoxEaVw19QpzrzJVug2bJwwW5TWOzSTaf7nopTbgOti42YmBa0IVxRU3H+8H6K7smSxEa3yS8DQc5rUWVHltb5GeB0NmI6GW54RIrfOZFo5Ixd/vQnyMCp6LLZvOi22mJFsqHDbiN4CiEa8Y9MxExUTFCTmVKSLHRcUZCkRETBETCpuwPv4J5oXhzSTqWnAJs1Ek2aExM6E+PO2XupNiacRhZMtqOBIJOkgIpbMVqXkffI3+ER9OdkkKn4kqMuEmO616YKOlJ72nXWQ9jWDFWfJDB99O45wDc+EG2SEuITwBTYMEAl6CpXwe2yQtyOeYKDAAoIvTVdD4Q3s+9sM+KY07P8zw/sA925la5m25pvpucB8Gp4X58Omxu3Oexa7c9OlKqNMjitRfhMUpyJLtwBFVdoGqkFAQmAmCoQkiKipypuze9D6Whf8s0ts84cOMD5td8MyVErJ6+M3yGTwArToLg43u/CMeFjYHpv+5F4HJ1FGwQ/Q3XiU3jIiUlIlVV+/RyWtNqmZORH34DDrqoqGRDyotdr9m/hkX2K7X7N/DI3sV2v2b+GRvYrtfs38Mi+xXa/Zv4ZG9iu1+zfwyN7Fdr9m/hkb2KesFm3g8LZG9iviK0fw2N7FfEVo/hsb2K+IrR/DY3sV8RWj+GxvYr4itH8NjexXxFaP4bG9iviK0fw2N7FfEVo/hsb2Ky5hwoXYYQ4rTCnnKWYOjkeZDfRFNhNljpZXbIq+lWR1pGBahkH3+SiGq8w8icHdOO31LweV1tGTAWYHfmPzCsiPk0v0x+kr83vd5f86oXrTgrBkcb7CTruCg1tBjlPzlQogigiiCKakRE1bu/Nb8rO+hvvQzkzvVupUklckvOchOEuP37uSbW92FtemRHuyWAkxnGXOKY5q1LjORJRsO8cFw6/PwVtLOtzBfUTdmyBiQ3XyTOzBxw51pL7cEf3xXk9DNTNqK+MmK2+Gwxx3C4hdS7sl7eGCc2qmxPPQXCQLmcRYpyjyUBIYCQ7CTHduS4QT8+CfnwdvjFMnsRxTvhoi9XLXVUhvNPOTir7+AtscJU4GHFUUPlSmrFADaBn6RUzEjM96YbDzoNfChc340KLBYMgCRnK7WRtxfgZSw0YNUB90WnQ5CQt2V8nLdy0nPwMnjKMSgbpi1n8yLUGa/AmBKjGoOAWPpeZedKaPfGgPDjihYdablyc3q3Pl9XBPv4BExXBKiMbwzmrxl1lujxkq1Hg+Y9IeEymkKEZuMO01xXqSt8VqUh83ARgz5ApyJrXQMsxsi5k0cq4+93EH02PD+aadjyflXYkPvMXldX3DVtt8W3MIxEbQB5V5SXnVaujzsi6Snn1VXCdLGvg6edO0yWT4jTqZm4/wB4P0V3csnXCu4tlxAaRRSsj3HAvWYHEMCz9DLY8ZkVvmbUtHIqLvVsdkrteP8AIdGxMJmG+vojwc65w0fFhXkz0JU82PXwc8M5pD5R92g4Oc0Y84qmnilMO71IbdHjAQmn3LQGhgJiuKEmKLRIhCokiEi7UVMak2K0y+/25hV50HNX8qfyGsrvER9j0Dp/4PA/uLl7bVHkBck4kqKfrGu0W9c0b8WrbkOUZ8JN0dadQFxRkP6rwGWL+/ZUS+YFEPUlYppWpMLRDTmZH3bmWHEi9ZadtyYvFzBHGIig0uw3VzErJXJS42a8jMkusECgQKgKqru5dQn5+SkkIwqZgouZnOg002b7ossArjprmiApipLzVa45xLVFjOLibLIgS+dE3Zveh9LQyliPQr/LB9OO4RgvIQktfBvEeBiZLMVRp3NAPu3crbJLvbEZqIbQb0REW+VMyPvUQFPeBfFPElitEJCSiSKJJqVFTBdJsCddFsEVSMkFE861FZSPFaYHY2Aj6k3McNdLxl0cgHM/JpB6DxJwD/eD9Hgcvzxu0cOgzo5JftCx6J+5dLKRrfjgN9N7M9dIKAiCOwdScEZi2BGaoIimKrU68NOPB+qNBTHXQqhChCuKLsXgnAR1o2y1oYqKp1pWRYZkGV9vh6k+ksqQwuQH02k/JayYySO7srKlmrEXYHSOr5Y5lkfzJI5zS8R4eKelbbXNuj+9QWCd5y2CPWtZPZIRLXg/LwlS09kOpKld4L7vfu3yS5DscySx3xtpVGkedF/fxcNHULORzHuseerVIOXaYkl3jusiZdapu7yzm5u9N5vNmphV5yTt1xAiYBIsjkMNn3jU+G/bpjkWWCg6HqVOdKsze9WaIHM0K+vdMxbAjJdQoqr1VNlHMmOSHNpr6k5uBRp1UxRs1TnzVqzKq2xvzYpu3CN2XBeYRcFMdS+ektk5X95SK5nfl66hMdiw2mMeIOCr59wuIXUu7MZV+MYCuvanXQRHyPM3okXzpqpsMxsQ6KYbt1+SiKIq4klKBjxgJPu4LJC0qw0s98VQzTBtOYdxUQkUSTVTrSt+cefTgO71PYcReK4m7lVk81lDAFlT3l9pc5o6yYyDO13QJ1yktPqzraBrdk/Jz3bvbWbtbXYb6qKHsJNoqmxagZAuBOE58to2AXYG093KFzMgIHTNPy00RSXAUVVXkqHE3ru3OPyJ0dFlxW3BcHk10BiYIQ7F1pwd6kdkXN1U4odwn3U/31atQjMgDiqi413Cr5uSihOpxVQq7Ge8WtdjveLKkjPeLWkhvLyIn30MAv3jRKjxxYVSRVJV0JzuAb2i611r1aOU8ffrSricZkkP7ti6IopEgiikS6kRE11Ycktkm7dYsf8A/VCIiKCIoIpqRETUm5d8joNynFKF445muJoCIqLVrt0a1QRixEVAHaq7SXnXce7w56K7t3s8e6iO+qTbgbDCrRZY9qQybInXT2mehlceffSHoNgmgiKS5oprXUlQIyRIDEfxYIK9ejaPm5v7/fwV1l9iQDcTjr3Ida1J/dqzyuyYI5y9233BcFJ+TH1aL45j7o9EiT89HJrIwprQTLpntMFrBnYR1EtNthhmRoLAJ6CKvrWpVpt0wFCTBYNPQRFpoBaaBsEXNAUFOpE05ve09LgGrTb2n3HxhtK64SmRmOcSqtOwYbwKD0Ngx5laSr5kSw6BPWj9S74heKdONm06bbgkBguaQqmtF0LambbIvmZH3bmWA/qIp/WJNLI3JNsGQuV0aQ3T1ssnsDzlpNQITUkpDUNgHi2uCCIWhN72npaD8WNKFEkx2nkHZnghUIiAoICgimpEFMETRykybjXpgjBBamJxHOl5ip9lyO+bL4KDjZKJCvIujkjaFN1Li+KoAd5TnXn3T4heitcuj8G7mNtms8zyFwD/AHg/R4HLc8/KR1OgADo5K/tDH/m9y6WUh7yEJ7xb6F6qEkMUMdha04K/Sc0BjDtLWXVUnaNWp7OaVotobOrgnTRpk3CXBAFSVepKyN12x8+m+S/SVyti3S822MmxxSQ15hTBVppsGWhaaFAABQRFE2JT7DMlg2ZDQOtHqIDTFFq8ZBbXbO8n2D39Cp7Jq9smonbX19BM73UFgvJ7LZK/CVKiZE3t/jshGHncOrbkHAYVDnvHLLocQKYYZjMozHaBpsdgAmCbkr5OX3e/debbfZNl0UNsxUSFeVFpMgIiTM9ZprG8Vy+ugEQAQAUERTBETkTRy9tYyrUk4O/RvzBaZDe2ADoig/lu3o1CzylToe/gGGDkPC00mcRVCtjEQUXNRxzlNeBLiF1LwUqA28iqCIDn5LRgQGomioSbU08nMnlkqMycKoxtAOU9F2Pyt+rQjsOSXxZZHOIqhWSLHFFeFHnOVS2UsWOQ5pMNKnMoppyfk56ZtNud8ATw2YpjTkSM6Ko4wBfy1dLSsZFejqpNcqLtHQZYN8sATrXkqPGBhO5TOLlLSBcQTqqFL3hcw+9r+VCSEOIqiovLwMx/saG690BVU66xVda7V20/31ayeezJhsrscH804J98WR5y5EoyUyUi1qui80L7BslxTFRX76cAm3DbLjASiuhkGjS3R/PASNGsQXlHTf7wforwF/c3y+yy5jw9SaGTcXsu+MDtEFzy6h0rG6hRja5QL8l4LKKVv01GB4jPvqTsGrJJ3ieglxHe5Xr5OCnHmsZvKWrRuQZlzkjzOloZE2YbpdFffFCjRsC8xlyJwc3vaelweX9nFWRuzA4GOAP/ANF3V2VDHNhMDzNj7tzKlrfLRn+LMS0cjbWl0v7QOpiwz+tc4Ob3ofS4P4RLYgOsXQE75+qd3RRSJBFFIl2IiVZMlzNRfuaKAcjPKXXQogigiiCKakRE3T4heiul8Grn6+ezzgB7pkIARkvcimKr5qD4Q7Kr2CtShDp5lQJ0W4xUkQnwfaXlHdf7wfo6F0vtutS5st79btRsExKrTlPBuszsVkHgcVFVM/QymPfcpJxczub6kRNHJb9oY/8AN7l0sqvm0F5nUrI27DPtYxTJOyIyZq85DyLwJEgipFqRNa1KfWTJN5f3l1dVSdo1Gd3iQJ+vq4LK+5jGgLCb78/t8wVkf8x9bpfSVkaE7nvi7W2iw+9U4KV8nL7vfwU9pHrfIaLYbZJQ8XdubSvWyS2m1W19fAWGMjcVXyTu3fdwRcQupeDuzHco8O1NRaWS0eNJvAhKBDRBUgHkzk03Ghc2pr56MMw1HHcybioEUpRcdzUnUnA3m8Nw1VhAV09Sl5qjPhIYF5vilwCohCokiKi6lSp0fsWY4zyIurq3IkMXQRxwlzeZKERAc0UQUTk02V/VDuMvusr+rNU83JQ3NzlAVoLg4bwDmiIqSIunlK4oW4Q6ZpuP99WoJq3OYMeQ005TpMtZw7caSefQGjmOlsVA6krbr08o2N4vLq8juBpuMR35J5kdk3T5gFVpbBd8zFbe9WR++RspBZeA2iNshUT03+8H6K8A4zInz3yjsOOqThL3AqtHZLoA5xQXaMSAlExUSTaipgu5kPG1SpXU2mlDkFFkI4PUqc6Uy6D7SONlnCvAGuaBKiY4JjhRmrjhGXGJcVqTsGkVU1ptTZTBq4w2ZJrIUVfVwBEICpEuCJUh7fnceRNiaN9HMvMjzkhetNDIOKkfJho+V8ic4O5XGGyaMOPIh48HcIwzLdIjFsdbIa2al3MMdXPTSYMgnMKe7cmsJKhPMdMVROulRRVRLampdD4MWESLPk85gHB3K4RGTFlx4UPHWnB5ZMI/ktM5wQT9S7uQ6Cs2TiKKSAiouifELqWl2/fu2DJeXeMHiXseL4xdp9SVCySssQERYqPl03qjW+DDMjiQ2GCJMCVsEFVTQu2QNtnPk9EeOEZ7UAc4KyWyZHJ7f1SYb6v4fURN1/vB+joT8iwmz3pXxgYI6SmqKGNWawwbOirHEjdJMFdPboO2e2OkZOwI5Ga4kSgmKrU/I22SQVYmMR31j6lq62qXaZO8yw9E04ppu5K/tCx/N7l0sqPmnqdGokp+FJCRGcVp0NhJVty4jGCDcmDaPpt6xp3LGzAGIvOu+YAqyXMbvA7LBpWkUyFBVcV1aEiQzFZJ6S6DTY7SNcEqdlxCaVRhMHI85dwNTMs7jJaNsWWGgKvjqbzt+xUq9zO5737NfHc3nb9io2V05kBA2GXUSoWV8F5UGUBx19oaacB1oXGTEwLYQrimheLmNqijINtXBU0BURaDKq0mGKvGHmIFqflgyIENvaIz6Z6hp952Q+bz5qbhriRKtZJphYG/OZfSVnmoGVYQ+nGL17eClfJy+738Fe5CRbJNeVeKyXrVMKtz/ZFtjPdNsVXrw0LtDWFcXWf3Mc4PRXTjigRmxTYgp7uCUcRXqp6NvY5wqqjwUwc6G76OlYHFbv0MudxB9fASh7tC59y1ig2yOieLTgJL4xoxvHsBKmOm9vrrmsjLFfXWT0rNdKKew9YcDlEidnj520967jAb2wAcw8Ax3v79Btc10V+smnd4ZToStgqIYrnDR2ycGpYrnWiY0/Bl76v9ld9lat1pkrKBx8FbbAs5cdO4L+qFPrcFlex+qYkcxKC1k5YTu7ym7iEUOOXKS8yVEiMQmEZiMi0Ccg7htNuOAZgJGGsSVNY6b3eHPRXgGm22m0BoBAE2CKYJuXK1xbk0oyATO5HB4w1coD1tmEw/1iXISVk1H7GsLCcpopr9+nGlPRjzmi605Fpm8sl34CBedNaUxNjvnmNOZx7cMF037BEdMjAzaVeRNaVLydZFB/tB+ylNWKKBYuGbnmXUmm4+22uBlgtHObTiCpL6qdfN1e72ciaWU4Zt3VemAroZJqi5LQPsuCmyUiQ3Hy/dTUnOtSyU8TNcSIsV66scrf4WYS921qXq5OCXZTyorxqi6lJffuNpi6Cc5J76ww1c27lJCWLcVdHvT/dJ18qaHwYmi22c1zPCXBTZIxIjj5fupqTnXmqYZOYma4kRYqtWSX2RCzDX9Y1qXq5F4LK1xG8lp/nbzPWqJu5DB+umHzCI6RcYuvcyVs3xzdcx35Mz3b39BoAFsEAEQBFMBFE1InBP94P0eDutuYukA4shNRaxLlAuepcZyHLdjPpg40SiW5kl+0DXmE/dpZSJjZz8xCuhkCeNidDoPruy5LUOI7JfXBtoVIlq83eTd5avPkqAnEa5ATQlccdCyXh61SUUVU2CX9Y3TTgPNC42SEBihCvm3cuTwt0cOd33JoZMJhYI3nzvev0lLuLjGUhTmOMw6mb/AC1bpzFygtzIyooOJ94rzLwN2ukaEG9uqRGuC4CmxMaacB5oXG1zgJMUXgcv7wKgNpYLmN/+iVkg/v1lzF2smo/10L5a0uEXFvv7esPP5qMCbMgMVEh1KiprTSjGjkZox2EKe7gRSl2LXJT7W9n9VdnAzSzYbvo4aVjBTvkNE8cK+rgHgzwzfVuWJ5HrU1zh3C/dwGU7pCwwynFNVVae70VNOEy6LgcYCxShXEUXDbwF7eR25Hm7ARAqCxvr2cvEDWvXwMbYWinFTgJXfy4C4rxE6+CvcUplrdZbHE8RUU8+NW6G3AgNRWtjY+0vKvBXiWY4stEo4D3Sp7qhvK61gXGHbwWUlt+MLf3A4vNKih/VKbAW2hbHigKCn3cDaFwuLf3pwE3YH38BP+U/cnAZWBhLYPnBU9S6HwezUfsRxf34x/kXBZTSlVxuKK6h7sqkcROurPJ7GnjjxHO4Lgr7MSBZJUldogqD6S6k3YI58+OPO6KfnS7d25QgnwjYPrEuitSY7sV82XxUTDd+D2ekS/LFNcAlhmJ6Sax4LKaVnOhFHYHdF11J4iddWiT2NPBV4h9wXBfCLPQIDEAOO8Wefoju5GR1Zs5PLteNV+5NFKfTNkOjzEqfnuZAxEYydR79+Sanwb/eD9HhMv4qN3NiV45vBesdzI4cb71NFpX9MbK/9y/mmh8HZ/2GaHM6K7uXz6t2VpnxzyepNGVxh6tHJB5XrAArtaIg3cuz7iGHnJdDJ5MLDD9D6RkOoxGdeVdQCpflSqpEpFtXWtWK/TLI+pR1Q2T47J7CqHlxZnwRXydinzGCknrSn8tLK1gjLxvmqoiIAaThi02ThrgIpiq+ari+Up1189pl+XNWTsnEDilyd0PVyppXm9RbKLBSxcUXiUUUExwwrtusXlq/hFV4y5QgJm0NKK+Pc/oNGRGZGZKREuKqq61Wsin82Y/H6YZ6daaNzs8a4azRQe5HBqTk7PZ72IvjzgtOW+ayBG7FdER1kqjqTQsEpHIyxyXu29nVwI4UvFWsU50qUYK1hiilwN2fTUwPWWlkZAI5Rzj4jSKIekvAyRHNzv3qs1w7Bkqh95PjeZaAhcBCAkIV1oqLuPPtMIKumgZxIKeddGRGZkt5j7aGPIi1Jslv3gl3kvbWmrXCaJCFhFVOdVXRcdbazd8JBzyzUxXl3bnPCEwqCqK8XFGg7t1M9eMWtaABbHNBEFE4GNxi0WVzmAXnFOAld/LgLgv6wE+rwURMZI8E6aNNG4WwUxp4yPPMl1liq1Ec3t8V5F1L4JblzZ7HpcBN2B9/ATF/tR/dwGVofqI58xKmhk3dyst2CRtZPuHh5xph5qQwD7Bo40Y5wki6lTdMxAFI1QBTaqrgmld8/wCNZG+bc/8ALkqRxE66THHudvJTeO9Dn8bNTO69ETElJBJCUdRJzLoZbX0Z8lIMQ0KOwuJF0z3bIOfe4af6or6tG6Wxm5MZp9w6PEc5UqVGehyCZfFRIfUvn3AMmnBcbVRMFQhVF1ovPWS1/ZvcHWqDMbTB4P6pwN3s8l+YciPmmh7UqTZ56AmMfl6SVHsswnR3wUbHHWqknA3K4RrXCOVLPNAdicpLzJV2uL11uLsx/aa6h5BHkTcjMHJktsNJibhIKVFYCLFajt8RsUFNFKuI5lykjzOluZJKnatA9DgnnBZYN09gDitSL3MMTzcwE5s2oV1dN8W380hNcMU4P4ROJB6z3MiRxuj5czPvVNK9JjZ5XoaHwdH3c8PMC7vwifJYQ/XLRlccdHIf5oe+3X3Ju5dHjMiBzNloWZM2zQ/sR+kco3t5tJjyukgaCLguPNTJ74w2fTFC9aaOUklWoQsjteXX1JT3eiqG+saW28n7pa+qsUXWi6tH4SD+QB6a6FikdjXqM5yZ2YXUuql0pLIyYrrB7HBUVqTHdiSDYeFRMN1l02HRcbLNIdi1CuzEgUFwkad5UXYtYpzpRymAdFsnRzzLBBRcVx0y4hdS8A0+07xDRfNjrpVRNqpUq4A2mazgZ/klESmSkSqqrtXQFFMs0EUiXkRMVq05MSpaocxFjsf8iqOw1GYBlgEBsEwFE4GWvFH79yJPkxO8OqKdFdY0t/nKP90nnzaelPvvI686RmmtFVaaPfGgNNhCi6Mr5OWllI53hrrJaj3SZHHNFzOFNiGmNOXuaYqgkAecBoiIyUjJSJdqqtIuC481CucKLz6+BZ77oxFxiN+jwErv5cBPX+0fduppxVwkjwVxA3IZC2ikupcE5qcA0AsRJNXNQgZahFVocUFEXbhr4FOCirmymi5jH38BN2B9/ASVxkn6XAZThnWlS6BiujYsop1kPBhUdYLjMHsqJl5aXe/g+wftpUrLu0Nd4F98vZSr5lNPvCojioywC4oyFRnd/itPeMAT9aaL0dl/vzQH6SY1MtkBARexGttNRY7RZzbICvOg6VzvcyBldPlQ3cP1uYobRNB1VBy8gmCJOYdYPnDuxp7LaygKqBPu+YWlSr5lfMuQExGHsWOvtH1roZMBn3+P5sS/JdK429i4sb28mBJxDTaK1cLfIt72Y+OpeKacUtyNIeiSBfjOm06GsTBcFSrb8ITwAgXOIj312dS0XwhWpAVQjTCLqFKslzG72pqcDStIakmZtVMF05veh9LTMsxsi6IqtMZf24u/xJIehgVTMv2dkCCZl0nqud0mXV/fprymqcUdginmTcFFIkEUVVXYiJWS9jOHjNmDg8qYAHKCad+De73JTnLH1pufB7OR60Owl48c/wDiXBX9zMt2Z0yRKc70VIuGtNqU0e+MgfSFF4LLmakm9owGyMGZ96613Mhg1zHfRHSuaZ1rlJztFofB6f8A+VlBzse4t34RF+QJ6e7AtNwuSGUGI6+gbVGu1e+/wx6pWTF9/hj1drF8/hr1TrbOt6ik6K4xn7FPdyF+QSk5nU3ctSxvQD0WR3Vq3jm26MPM0Hu+kcrH8X2GOiKmvWuguyrS5vtnhuc7Ae5NG82wp4tk0aCYdLYqVJsM4Wi1N+1TVhlEX6wgAfWtCiCKCmxEwTR+EY//AMnDDmY0MVTWi602VCfSVCYfT+8BC07lbGLi1g8iiY8RxNo/+pVws8uAqqYZ7XI4GtNBFXnWopZktouYx9+mfELqXTXiqtY4qq1iq7VXdtlomXI/1AKjfK6eoaZyXtYMiLjJumiazUyTFaDJ20h/gxX0iVaYiRoyYR2G2vQFE4OSuL3Vo2Z3fbSwvMOb6l0ZPyc9K/OZ9yIegKDowTz4o86auBBcDHr0YC4wg+/38BK7+XATV/tRfdwQqqEiptSosluWwLzKoQqqp96LrTgn+8H6K0nBb82MgGSJN8NFUR8ycEC4GK8ypwE3YH38A6uLpr9ZeAvQb5Z5Kcw53q4HJZ/f8mYB8zSCvWmrSm97T0tJVQUUi2JrWpLivSnnlXjuEXrXTyODOvSl0Gi03mW32ibeBDAtqKlT8mF1nAP+Q/6LT8d6MeZIaNouYk3fg9PPyWAeg8enN72npadzcVm1S3E/cZNfyWh2bkaDLlrhGjOu+dBqFkjLd1zHQYHmHuiq22aDbtbDWLnjD1lwGVbWZdBc8Y2nrTcsl0ds9zbls60TUYdMagTY9xhhKiOIbR+tF5l5l4HKQ1wYD0lpzvRblsLOtzK+bDgcor41Z4epUKUfeg/qtGZOGRuEpGS4kq8q7mRbOZZzc8a6ulMHOhPjztl7qTZu5BnhlD6bJbvwh/LIXoFu5GZQ2yLZRhS3wiutEXH2HXbJY/4pHqblHZM8f/ybFdsdl/ibFZbXy3TrcEOE8L574hqYbA3chO8TfSDdyuLHKB7zCG6uymEzY7Y8wD7vpG8v7/dnz5ELMTqTRyXPPyYtxf6KJpSfk5fd79PL88cokHoMDo5IP79Zd7Xayaj/AF4GZYoMvEt7Vo+k3qqVkxKb1xnQeT2Sp+DLjd/juB583VuCuaSLza6FcRRdIuIXUum+uaw4XMK+7cjW+bL+TxXXPOgrh66iZIz3e/m2wntFUHJi3RNZgsk+dzZ6qFEEUEUQRTYiJq4YlziUufRyYcxhOt9A9GT8nPRSprm/Tnz5zXRtZ8cPv4JNaaFsX+x9RLwErv5dXASlxkn18FKfGLFdfPYAqtZPX921Si33FyM6uJjyivOlRJkecyj0R4XQXm3LhcYltZV2Y6gcw/vF1JWTl4O8DLcIEBAcRADzaT/eD9FdOdfgt977Fkd4UBVSTaCrTLrb7SOMmLgLsIVxTcuV1i21pVfNFPkbHjFUO8uuZSMzpSogquYqcgCvBtLnNAvOKe7Tm7A+/gFXFVXgHw3yO630xUfy4HIB/PybzPEvEOlN72npaV4f7Gs0x7oMktJp5EhjKlucwCPAuNg8Cg6AmPMSYpUnJ23v6wE2F+otPZKvD3iSB+Y0UVrIOG/Bs77ElEQt/Uk6lQdOb3ofS07oysm1SmEPM31ogzutKYyQgB351531DUaz22L3mG11kmcv50mpME1JzcFlcxnQ2X/FlgvUu7artNtL6vQnlDHjBtEutKh5fsKCJPhGBc7KoSUeXlrTiMSjqxXRLxbBmo0rSKZDmbdi6VxgBPaESJQINYrT1gfRo/17eygsh/vvCieZKZaFlkWw4opgmlfMomrLMYZeYN1HQU1UCTEa7d7V4qV7FT8uXjBQt0VGvrua1p992S8b0hwnXD1kRLiq7tmj9iWeMzyoCKvWuvSdTOZMecVT8tDI08zKeL50Ify3fhD+cof2K6MrjD1aOQa/LU9DdykLOyhmeYsPUiboJi4Kc5J76FMBROZMPpCS6jEV17oCpflSqpKpKutda6ORJ5+SkTzZyf8AJdKV8nL7vfp5bHn5UyfqIA6ORT+ZOfj+MDOTrHhHrfDkd9itEvPm4LT2Tduc4ouNeiVZm9/q9a5urHSLiF1LpwmAkzG2XkzmzXAk81MW2DG7xDZBefNTHwF5c1otLJh3CY630w9y6Mn5Oei+e9R3XOiCr+WlAPMlD9bVwTK4tJ5tC1d4PzFwErv5cA8uL5r9ZeCysmKrzcMeKKZ57jLzrB57DptFzgSotLfbso5vxi/7VOOG6ee4ZGa7VJcVrIBz9fNZ5xAtJ/vB+iunlKe+X+V5lQfUiUxJfjFnMPG0vOBKlHeLkY5pTn/apSIiUiVSVdqqu5kpOKZacxwlI2FzOtOTgoa50NlfqJ7tObsD79M1wAl83BTW95nPt9Fwk/PgPg0exansecD0pve09LSy1e3nJeV9dRD1rwGRLeEKS5zuIPCWFe4eHzounN70Ppactf7KfCz4yS4D0flMdXXyUokJKJIqEmpU8+j8HR42J8Og+um/3g/R4DL08b+IdBgdGxwln3ZlnaCFnn6KcA/DksGW+sOCmO1RXDdyZPMykgF/q7vwhfOUT7DRlcYerRyE2zf5N28nvl5mFzvFuwIMqRIa3uM6Y544rmrhhjS7fpDKR/erSQcrpIGl8Hp45Neg+aaUr5OX3e/TyoPfMpp5f6ujZJHYt5iu8mfml1Lq4Z9MHz69IuIXUunZRzrmHmEl8ClL3Ijz6Vlc3q7McxLm+tNGT3gtG9Ob3a3ec8B0gLNMS5lxrHFMefgWTQcUVdVJr3bSup1OrgJXfy09lFxy69xOAyhVSvkjzKifkmjkM7mX1Q6bJaT/AHg/RXTubm/XOU50nS0chiXfpgeYV4K2rnW5n0cPz05uwPv03lwYNfqrwWULe93h36+B8B8HT+ZfnWfGsLpTe9p6Wl8Iz2Fqis9N73JwGSTeZYgXpmRcJYF7t4fMi6c3vQ+lpzl/sy9acNlPbFaeWcyncH3zzFo/Bq53E9nzgem/3g/R4DK88/KaX5s0fUmglZMWlbdDV18cH3tv1U5E4F6HFf79HaPrBKdsFuc2NE36BLUPJ0I9yjPsyS/VuiWBju/CH84Q/sV0ZXHHRyDHVNLzhurkk27JdekSzXPMjwAEpjJm1M7WSd9MlpiFEY7xFaDqBPpLKx7F9hjoiprpfBseNolhzP6Ur5OX3e/TvDm+3qa50nzX810UxTWm1NlQn0kwWH0XvjYlwspP15aRcQupdOwDjNNeZvwKUv63DmTSaNW3QNNokhfnQqhChIupdaaEr5OWjlI5gwy3zkperTiFnxQLzYcFHXu/u3bUv61wfMnASu/lplxV4PKIc29v+fNX8k0clXN7ykifWVQ9aLpP94P0V0jLMbIuiKrRFnERY8ZcdHIYO7mH5gHgrOuNuDzKqac3YH36cr5MfVwWVrWD7D3SFR9S8Bke/vGVMJemSh600pve09LS+Ed7GfDY6DRH6+AsjW9WWIHM0i+vXwliX+1mnOGnN70PpadwXBhPOXDGAmBAYoQlqVFTVhV4sDkZSfhorjG1R5Q0Pg4cwu0sOmxpv94P0eAvjm+32a5zvlutNm84LbQKZlqQRTFVqwZOJEUZU7A39oBtQOEBcDFeZd34RA+QH6Y6MrjD1aOQwYQJR87qJ6k+l749v93fXkEsxPu0vgzPuJ4ecC0pXycvu9+ljm6+RNdPlnyXS6Rkv56WST+/WQQ5WTIOFmd9T0dIuIXUunk8Pdvl5hTwJ1cXS69O1ub7bGD+oiL92hJ7wWjlE5nTxDoAn56dtLGOQ9EuCbLNNF3bWv8AaSTnHgJXfy03lwZP0V4PK1rNntPeMD80XRtbm83WI50XhVfXpP8AeD9FdK6ub1aZZ8zRaWRbOZaDd8a6vqTgrGv9iLzGunN2B9+nN+Sl1pwWVDOfbEc8WaepeAt73Y9yjP8Ai3RL1KmlN72npaWXL2/ZTvD4oADTAVMxBNpKiUAb22IdAUH1cJZlwnp5xVNOb3ofS07ivcgnnXwC6WBiYquMKjD3/EqlWefF48cjHpB3SUuIqqEiovMqVkG7mZTgnTaMdN/vB+jp45uvm11IPfJLp9MyL86aacdLNaAzXmAVWoGTFxlKiugkYOc9vs1arREtjf6gc5xeM6XG4YNYCvm3MvWN8sYPeJeT1LoyuMPVo5Is71YGi8aRH9LGWYBGv7qKtGamZGu0lVdL4NDwuM0OdkdKV8nL7vfpSSQIjxKvFbJfypFx18+lkS93ctjzCfCzdo6RcQupdPJ4f1Dxc5IngS6108mnM+3EHizVPXoSvk5aNzc325Pl9bBPu07WutwepeDZLODzpuW5cJg+dF4CV38tOSuEY+rg8q2N8tgvcrJ/kuiJZpCXMuNNHvjQH0xQvWmi/wB4P0V0sp3N7sEj62aP5ppWmN2Hao7HKAJj1rrXgHnlFc0FTHlrshznSo10mRgIGTFEVcVxFFr49uHjA/DSvj24eMD8NK+Pbh4wPw0r49uHjA/DSvj24eMD8NK+Pbh4wPw0qVfJ5IOLoewlfHU/ph7CV8dT/GB7CV8dT/GB7CV8dT/GB7CV8dT+mHsJXx1P6YewlOXaY4OaZgqeilRpIvj0TTanA3Bjsi3vs8pAuHXwNteSRbIr3TZAvy0Zve09LSvz3ZF+nPc7xepF07Izv96iN/6iKvUmvhbWubcWutU05veh9LTuK90CeZfAnGGXu+tAfpCi1a4EJi6svNRmwcQlwJPOmGm/3g/R0y4hY7MKas9tZ73BY9nGgAGxzWxEE5hTDh12UwuLDa/VTcu8Ps+0yYvK4C5vpclKiiSiSKhJqVPPoSuMPVoNNG88DLaKRmSCKedaisDGiNMBxWxQE+5NxeL9KSAVyM6CbSAkT1afwdHhlC4PTYLSlfJy+737meHTH11nh0x9dZ4dMfXuXo97sc4+aOfu08iQVZ8g+QWsPWvCzU7gV8+kXELqXTsI4QFXnNfAS1CXVwGSzn659rnRC0JXyctAzQGyNdgiq0qqRKS7V16dsXB80+r/AF4No8w/Mu2sU50qCSJMb4CV38tOZ8lL7uDlsDJiOsFscFRohIDISTAhXBU8+jZXd+ssNznZDRf7wforpZZnm2cA6byaNiidm3hhn91Czy6kpdN93MTNHjLwUnYPAAZNmhAuCpTDqPNCY8u1PPwN2jdiXN5vkxzh6l4DI1/f8loS9AVD1Loze9p6Wi6aNMm4qomYKlj1JRmrhka7TJSX79PI9nPvKn4psl4WCubOY9NNOb3ofS07gv65PMPgccs2S0vMSe/Tf7wfo6bq4NF1eBQ1xhteju5Y5PmD53KECm0et4B2gvPSbsrjD1aGSdjNo0uEwFDxIL790uKv0rf4Cw5xGPenlxFeZeVNLIlHWL2E1QJWAEhUqcvLi96aEfSXGlustf3gH+WluMtf75fypZkotr5+ulfeXa857a1dnD+Lne7Lk5V50rFeddBCIdhKlE+8bRNG6ZNmmBApLgqU7bIzidyKtrzitSWDjPK2f3Lzpo5O25bdbUR1MHne7PhZafqfv0i4hdS6dnHNtjX3r+fgJ6wJPNwFhc3u7NJyGijoSfk56F2c3q2Przjmp9/AWzv5ej/XhIltkzGlcYEVFFw1lUWyzmpTZqAYCSKvdJXYztdjO8yeuuxna7Gd5k9ddjO12M7XYzvMnrqaKhKIS81Y1jWNY1jWNSgJxnNDbjXYj3MnroxUSUV2pwWUsTse6E4PEfTP/wDdHJJzfMm431M4PzXRe7w56K6WW56obfpFo5Ew81h+ae0+4DqTbpuGjYKXqSlVSJSXbuOSUaltsuKiC6Pcr5+bgJOweBtzuY8ra7D9/A5WoOfGX9/AtC3WnshtHn1UAXYg7Vr4mhdA/aWvieF0D9pa+JoXQP21q2S37XE7FhqgtISlgSZ2ta+Pbh4wPYSvj24eMD2Er49uHjA9hK+Pbh4wPYSpN8nqHfA9hK+Op3TD2Ur46ndMPZSvjqd0w9lK+Op3TD2Up+6zH2HGXDHMcFQLAUTUqV8TQugftLXxNB6B+0tfE0HoH7S1LsYZilEJUPoEuKLSoqKqKioqbU3ciWMGJT/SJAThWFzX2y5iT36c3vQ+lpzvlK9SeBouCovNSa0RdJ/vB+jpyF/Ul4FblxhB5sffoXrI+LNUn4BJFf5R/cKrjaZ9tNUlxzAeQ9o+vclcYerct9onXH5OwuZyuHqGrPk1FgKjz6pIfT2R0C4n0rKjNS2CZfHOEvyXnq42eTBNSRFdZ5DH+u6mtcETFV2JVpydU0R6fqTajX/tAANggNiggOxETBNK6/Nrv8vv4C8M58XfOVtfy3WGHZDqNx2zdNeQExqw5OpEMZU7An9oBtQOGlJ+oLSLiF1Lp28c23sD9RPAiTNJR5t2wWFmXE7JmIqofEGkyctfk/rMqSwWryQaSx2zyJqmrVAaNCbiMiqa0VASt7DoJSNh0Erew6CVcQFILqoKbE9+g+w3JaVt4c4NuFFZYRbEMeoqdsA/3L69RpUqK7Ed3t4cF5F5F0bWGoz+7hMl/m4/tV4G5oqzz6krNLmWs1eZazS5lrNLmWs0uZazS5lrNLmWs0uZakd/P0uCyih9l2wiFMTZ7sf6po5COZ1ldDoPLovd4c9FdLLQ8bmyHQa0GWjffBltMTMkEU861CjBDhNRm9jY5vWvPpunvh48nJu5Qj/Zmi5jq13VDRGJJIh7BPpacnYPAiqiSEm1NdASGAkmwkx4DK3v0b0S0InyNn7MfdwMjiJ18ClT/l7/ANou7kyxvFiY53MXPWvCouC40PFRdKb3ofS05a/2k/BI5Z0ZoucU92k/3g/R05Pek6/ALpJWHbnnh4yJgHWtR8p3h1SY4H5w1LVoyqtSsI2+8TB/XGo8qPKHOjPtuj9Q0XQVEIVEkQhXaipqqZkzZ5aqpxEaPnZXNqfkVbweBd/kKNRLDa4iorcUTLpOLnLXJhoPy40YcZEhpr0yRKmZVWxnU0Rvr9QalZXSj1RWG2vOa5y1bpPZdvYkcrgIq9fL9KvW+E+qq7FaJefNwWgtVvHZDapqFFaJCbjtASbFQU0J93G3ykaksnmEmIOBUO4xJoqrDqFm7UVMFTduvzc7/L704BrN34M8UMc5MUVMUwpbVbi2wWPYSviO1eQtUywzHDNYaBoeYBw4VKymObGRuTFkOA1xDQdiLS3a4Eiosx2vjGb5S5XxjN8pcr4xm+UuV8YzfKXK+MZvlLlLcZuC/wBpcrsyT4467Mk+OOuy5PjjrsuT4467Mk+OOuzJPjjob1dBRBGc8iJ56tU64myTz8t0s7ioq1bJayGVFxf1gfmnP4BIaUu7FOtN22oI22MgcXeh93AXL5A71f107jDGZFIP301gvnpUUVUV1Km1N1po3jzQSmWkaaRseThMopr7JssMPutbTLMNRrs+b5bJ/GKuzpvlkn8Yq7Om+WSfxirs6b5ZJ/GKuzpvlkn8Yq7Om+Wyfxirs6b5ZJ/GKuzpvlkn8YqnTZnZRf2uR+KVdmS/K5H4pV2ZL8rkfilXZkvyuR+KVdmS/K5H4pV2ZL8rkfilXZkvyuR+KVdmS/K5H4pUM6YJISS38U199Kor6SYjT6L30EL1pwd4hLBuLjScQu6b6l0MgHNU1n0D0X+8H6K6WVTm+X9/6giGhkZA32Uc4+Kz3IekunKPVmIu3boLZZF9TsSK622Y92qubK/Rpd/LIPrOoORl8jIgOyoTodZY+6psCVBNRktKPMW1PXoydg8FALOij9XFOAytT9bFXzFu2y056I9LRUHaIUiIiYIiYJwMjiJ18ClT/l7/ANou40BOui2PGMkFPvplsWWQaHYAoKfcnCK82K4Z3qSt/b519VN36ELQiquYoKJxa7YIPO77FdsEHnd9iu2CDzu+xXbBB53fYrtgg87vsVLv0EgTW57NfHkLnc9ivjyFzuexXx5C53PYr48hc7nsV8eQudz2K+PIXO57FO3GObpkilgq9GknR1XjKnWlCqEOIqiovLw4sOlsAq3h3oLStmn7heqoC4wm8dqJhpP94P0dOVsHwDKt/BhiP0yU16k3QImyzmyUC5FFcFqJlJeImoJpmPM4iGlRcu5A/LIQH5wJRqLlnaXu/K6x6Y1GuUCX8mmMO+ZDTH1bl047fUu5JuUGL3+YyHmzkxqRlbbWu8o6/wCiOCfnUjLKUWqNFaa85qpVJvl0ld8mGg8wdylKqkqkSqS86ru5GyN8tZsLtZP8l+lk0coYnZVsMh47PdjWTmx/+WhIh4pKlDIcTlQutKmvK9DNvBEVcPfSsnzItKJJtRdJNqVyeAPsNyGDZeFCA0wVKudvdt0pWnNYLrA+Qk0l4q6cCGUt7Wio2PGX+lCiCKCKIiJqRKhP7xKA+TYXV4CbQHrJNfPSxeiXrSsm399tQNKqKbPcLwFy+b3eAu9vNZiusoma5rXrobc5+8YpQW9oeOql+VAAgOaAoKeZOFvbm+XZ7mDAPUnA3qC9Cks7+nf2QdHqXgckn9+sLScrREHB5QwOzYCm2mLzPdD1cqbuQ+RkSZbez7ywrqP95aqBkxZrcZHChI0RIiL3Zr71r4uieJ/Na+LonifzWvi6J4r81r4uieJ/NalW+IkV1UZTiryrSRGOgnrWuxGOh+a12Ix0PzWuxGOh+a12Ix0PzWn8mbLJfN5+EhOGutc8/wD2ssLANolA9E+Rvf8AAtyOw5JkAwyOcbhZopVuhhAgtRW9gDrXpLyrpKqCKkuxKIlIlJeXQyOHG5ulzNbrgA4KgYoYrtRam5MQn8SYxYLzbPVUrJm4M62kB9PUtPRZDGp9hwOsVSkqTsHgrWvcOD50XgMrQ/URj5iJNy02vNRJElNe0AXg5HETr4FKn/L3/TXcyYjdkXxjotYuLwkhVFlcF82hbbc/cnSBlRFB4xFXarK8pZqQw5GfNl1MDBcF3ZHETr0G7FIIEInQBV5MF1VNtb0NrfSITDYqpoWsyxMOTanDRGUQd8JNa7NHOLpLW+udNa39znrslzzUkouilPSv1B9x+7SyfqV2SXMldkOc6VvznTWt8PpLWK86+AYVlFEmvT1dGOZMiKCJDrpUUVwLFF5lTTjXW4RPk818PNnrU3Kq8mIgsofSzBxp+4TZPf5bx+ZSXDTRFJcBxVfMlZLuOwZjpvtmLLgfmi05ePFMr1mtRHVfituEiYkmv6ZVEJFEti6lqzsrHkzWeg5m7r3ei3VES2ilfGkgHTFUA0QlTWnnoLwH94yqeiuNBcYp/wB5m+kmFA4B8QxLqWk20mzhk3ZsNmfGJmQOIrsXlFedKulok241U0z2V2OJorxV0oNvckrnEig1z/8AlNNgy2LbYoIpu253fYQKq6x7lfu8Ct804EpHU1jsMedKttzh3NjfoT4Oj+adaadx+QO8BKDPYLnHWngEg98kOn0iVfz4C2Qyn3ONEDa84I/+r6q+FK3DvDMlofkyo0voKnA5DO4sS2eYhLhMoYTUSeu8GODndK2m0FrJ61leL5Gg/uGWJ+gmtaabBpsW2xQQAUEUTYiaUv5I76K0mlereN0tL8MtpjiC8xJsWiEgMgNFEhXBU89ZGQGcw5ymBvcVA5QTTlF3KDz7roZioP1de5aco7fYHXezkeU3UTNQBxr9I1k6Ez8Kv0jWToTPwq/SPZOhL9iv0jWToTPwq/SNZOhM/Cr9Iti8VL/Cp7LLJR/jwHvwEq53/JU0DeWJoUV6sP7hzk62korzaeR6T+B//NLerfyOO/hUt8hc7ns0l8hc7vs18dQekfs0l4g+NX2VpLtB8ensrUR0JqH2ISO5nGw5KtwGBmhgo4onAZSNb5aDJNrZoVWW35+Ep9NX7grwkjiJ18ClT/l7/wBou5kTGwZkS1TjqgDwj7qEmaOzn0LPcytjxlmb4BpgSV21t+Rl7aVMknLluSHMEI13ZHETr0Gr+mYm+MKp8qoVXG7LLY3kGlAVXElVcV0LZ30/R/rwzeG9D6PBPd5P0fBR3Xo7EhMH2Qc9IUWn8nbe7xBNpfqFT+S7qfJ5IF5jTCn7NcWONGI05w7qiEgLA0UV5lTDQlccdARIlwEVJfMlN2+U5/dKKc5LhTdnL+9dRPMKU1bIobRU/SWgbBvUACPUm7avm9vzY+/6TTk01b3u7zF6aAX5Luvd6LdSne/H6S+/daMmXRcDjASElAxFktA9vIYGKGiomG3h00CETFRJEIV2oqaqn5Mx31U4ZbwfR2jUuzT4nfGFMekHdJXWi7i7FpNxEVdSIqrTNulPfuZg856qjWplrunF30/y0bI531r+ZPAr1I3i3HguBOdwlR5D8V1HYrxsmn7wEorUHLu8RtT+9Sx+umC1F+EWEfyuE+16CodMZZWF9PlyNfaAo0xd7Y/3ifGPqdGgcBxMQMSTzLjuXH5A7wLg5jpDzLw0k97iun0QJfypOA+DaBv96dmlsjB+ZVlRDSe1NieNbwTr5KVCElEkwJNSp5+AyJczbo+302uDvl87ExixFRX/AN4+QKIiMlIyUiXWqquuvgptuATLof2Aacv5I76C0mnltA7Cv7hgOASU31OvlqHMfgyEfjGoGnqVOZedKsl3ZusbFMAfDjt6T5ZzxebVuRm/3y+6pXfE6ty8u75cjTkDAOAlbB4HIk8J0kOk0i+peBmZhRzbcRCQ0zVGkRETBERETYnCSOInXwU/5e/9ou5Z4nYVqYY/eQcS611rwbz2f3I8X38FJ4idfA2vvp+j/XhmpBtpm6lGu2uAElxmSDrSgSj0kpi82yR3qa11KWav50BCaYgSGnOi46b3eT9HgHHmmkVXXQD0iRKfv1rY2zAPzAilVtv0a5TijMNuahUs8+DHTcabdRRdADT6yItP2O3Pf3GYvOC4U/ksC94lEnmMaeycuDfERt30SqbbpoOiJxnBXCgtUkuMoB1rjTdnD+8eIvMiYU3b4rf90hLzkuNCIhqEUFPMmnaF/sCekv0pjSrUSQjz8oPEuIP5JoShwnEvSbH3ruvd6LQd78fpL79DJh/f7Exzt4h6l8GvPzxM+1KmbHbXorRnH1kAqqiSpTmTVtzDVBdTV4yktMTon7VS4EVqG6QNJnIOpcVq0/OTf83uXTtZ5k8Prdz4FlE/nywZTY2P5ro4JQGYcQzHqJUpq63FnvU+UHU8SVKykvYQzzbpJ+8saDKy++XmvWI0GWd98oaLrZGky4vXPH/CpMu7v0IvsV2/XTyWH6j/APa7f7j5HF/Ou3+4+Rxfzrt/uPkcX86gz/jOCzMzUFXB1omxF5eGvBZlqkL9XgcgIHYWTbbi8eSqu1c/nBz7vdWWELsHKOQicR79aH38BkmeZf2froQ8Ffbh8XwVUO/OdyFKqkqkSqqrtXcsuXE60WtqBFhxFBrlPOr9Jd28ihV+ku7eRQq/SXdvIoVfpLu3kUKv0l3byKFX6S7t5FCp74SLqbJosKH6jrt8uPkcX867fLj5HF/Ou3y4+SRf+Vdvlx8ki/8AKu3y4+SRf+Vdvlx8ki/8q7fLj5HF/Or9f374LKSWGW1ZVcCDHchS3oMsJDBYGH5pUKU3NhtSWuK4OOiWslWmGs9cS4vv3JSahL7qjMHJktsNccywSj+DSSZqa3UPwq/Ri/8AxQPwq/Ri/wDxQPwq/Ri//FA/Cr9GL/8AFA/Cr9GL/wDFA/Cr9GL/APFA/Cr9GL/8UD8Krj8HL7KBjcw/CrtAd/iIfhV2gO/xEPwq7QHf4iH4VdoDv8RD8Ku0B3+Ih+FXaA7/ABEPwq7QHf4iH4VdoDv8RD8KrXko5Z5Sy1mC6maoKKAqcC4eeSl6uFkcROvgp/y9/wC0WsnofZt4ZAkxAP1h9ScG+7nKojs5aACcMQBFIiXBETnqFk5EGIgyxVx5eMSEqYdVSmkYlusiWcgGoovUujboyTJ7McizUMsFWu1u2dA/xFq/2xm3PNbwq5jiLqVdipUniJ11AjpKmAyRKIrtr4lg9A/bWrvCbhvgjSrmGOxdK199P0f68MlXH5yk/al79wHHG1xbcMPRVUpm9XRnvc5/7yzvfTWVd2Da6256YJTWWctO+xGS9FVGgy0aXvsE09A6bywtpccJAUGU9oP/ABBD6QFR3+0kweE5vZRX+0jtmh9yKtHlPah2OuH6La0eV0EeIw+dHlj4qD7Z05ldOXiMMBTmUl2c/wAQgegCJTtynvd9mPl/OuFKqlxlUutdzJAsL8PnbJODHg793xnqXg7Mv9iXzEv0rjhWT0//APMPga6pKqqdehZbXEub8hZKGqtCCJgWG3OrtXtvQc9ta7V7b0HPbWp+TdtahmYgftrXxLB6J+0tfEsHon7S18SweiftLUjAZLyciGXvqxWGKzCbelMi8+aIS5+wcav9iinBdkRGhZeaTPVA2Gm5kS9izKY5iE08GvPzxM+1KoXyFj7MaPvR+ivupKuHze/6NWn5xb/m02jzHgPoki+ApU13f5rzvSJfVwE75If3e/gciZGfAfj+KPFOouGyhLC0mnOQpoYpWKVilYpUCKU6exEb4zxiHrWmWhYYBltMAbFBFPMlXP5e593ur4RoWfCjTh2tFvZ9RVilYpWKVimhYTzL7DX/AFUT18Flcq9nsjyI1/Vd0NmmfELq4At3IsiWzGi7BeLDRbjqpKTnq3XAz21H1VklblRSnu+i1/VeBvnFZ614GSmMY+rgJJ4Bm8+3q4aRxE6+BeebYaVx0kEUp9zfpDjmzPJVwrJCDvFuKUfHfXV6KcFIczUzRXWu3csspqHc23n+ImKKvNjV4v7IxVagOZ7h/vpsFN2Ba5c9CVgEzR1KRLglO5O3FsFLMbLzCWvcAiA0MFUSFcUVNqLSX+6eUJ7CVKlvy3d8kOKZbE8yVJ4iddAZNmJgSiQ60VKS8TvHJ7KU++7IdVx41ItyNa5UlrfGxFAXYpLhT9qlx2icIRUR25q47tr76fo/14ZKuPzlJ+1L31FjPzHxYism86WwATFamZM3qDGV+TAdFpNqpgXu03O9l1aYAThiDYqZlqQUTFVWjyavQMq8UB3NRPMpeqtmrBcayYLC/wAfz5yfkvBjwd+74z1Lwdk+Sn6f0rcHN5t0hzotlQEQEJgqiQ60Xz1a5wT4YvDx01ODzLu2C/MwbncgMDPWApmeZFrtujeTPV23RvJ3am5VRnYhhvDtfH0fxLtfH0fxTlfH0fxTtSFzpDq85l76sV5jS4LTbjoNvtigkJrhsrKG8Ro8B1hp4HX3RUEQFxwRdzI53MvBB4xpeGTgLz88TftSqF8hY+zGj70for7qSrh83v8Ao1afnEP5vdwEYs+M2XOKeATnd5gvOcqAvr4Gd8jc+738DkY/vV5JnkebVPvTXw2UxYQWk53NDJq/Wd1RiXu3RAPYMjeBRF9KgstnNEIbdEVOdGhr4jtP8MifgjXxHaf4bE/BGmbTbmHhdYgx23B2GDSIqblz+cHPu91PMtSGiafbB1stommKLXxPa/4dF/CSvia1/wAOi/hJXxPa/wCHRfwkq7pk9Z42/TIcVFXiAjSZx1drilwk57cViK0nEbaFE9a8q7sE8yfHPmdFfzpdvA5Vw1dhhKDazqL0V4I+IXVwC7NxEVVwTFVXYlWSF2BamWC4+GcfpLwIZfsW4Owvi501Z7hTQ0r9JzH8Kf8AxUr9JzH8Ke/FSv0nMfwp78VK/Scx/CnvxUr9J7H8Jf8AxUr9J7H8Jf8AxUr9JzH8Ke/FSv0nMfwp78VKuXwjxn0D/wDFvfipXb/H/hr34qV2/wAf+GvfipXb/H/hr34qV2/x/wCGvfipXb/H/hr34qV2/wAf+GvfipXb/H/hr34qV2/x/wCGvfipQ5dxn1RnsB0c9c3vqcA6We6S+rTtccXSM3BQhTUiKnLXYkbxAV2JG8QFdiR/EhXYkbxAV2JG8QFdiRvEBUyKwjQ4Mhxq7HY8UFdjMeKCux2PFDXYzHihrsdjxQV2Mx4oK7HY8UNJHY8SFTzMpryGZGguEiYrsTGrTAK43BuOPF2mvMNAAtggAiCIpgiebgTJABSpVUlUl2rpWK9MwIxMSAJUzlJCGnMqISAqgDpFyIoolGSmZEu0lVV0JPETr0YF4YaiAy+JoQJgijrRUqXemDjGDImRmKjrTBE3bX30/R/rwyVcfnKT9qXvr4MYLLVjOdtefdUVLzJSoioqLsrK+EzAynmMRkRGsUNBTYOKY6LYE44LbYqRmSCKc6rUHIK2RbURXEFlSVBVLWqCNZVZKsQoZT7biIB31rS+DqI0b0uYWt1vAA3MvYjUa+A60iCr7WefXVgLNvsP7Tgx0zcbb74YBjsziRK7Jj+UNe2ldkx/Hte2ldkx/Hte2lXx9kjZwebXUuwkrfW/GB7SVvrfjA9pK31rxge0lCQlxSEupdOxr+od9L6VyiPMs7qdMhHcgTnoEjfmF8xCuwkqLlBAeBN8NWC5UOpmUUNkCSMqvueoasBkayTNVIiJFVd17vRaDvfj9JffoZPOb1foi855vrTDhh4C8/PE37UqhfIWPsxo+9H6K+6kq4fN7/o1afnEP5vdwFsLOt7fmxT8/AMoXMy3ZnTJE4Gd8kP7vfwNof7Gu0V7mdHHhsqF/VR085Lo5N5WTLIqMni/D8Uu0PRq13WHdoqSILyGH5ivMqaFz+cHPu92hlFlexbs+NAwflesAqXKfmyTkS3iddPaRaALmuCXMSL+dCuIovOnAkImBCaIQlqVPNV5ty26YoJraPW2tDt4A+IXVuWqxMFFB6YKmZpigbEFKvNkZainIhooZmsg2oqaeSNo397s98f1Yd6TnLgpJZ8p0ukZL+fAytg8CK5pCXMqLQFngJdJEXScLNaItBppXC83KtGmaZDzLuxGd4jiHLtXr05jZFGz0TuRJEVeBngpXaSDaKRK+SCiektWC1Ja4Xd9/c1mv9OCkniWbzbdFWnUbRxWzQF2FmrhwEjiJ18DbmCbEjNFFS2J5uGSrj85SftS99ZG5V/EKnGlAZw3Sx84LU74QrMywpQ1dkvcgZijU+Y9PnPTJKoTrxKRaNtkpDucWUqZyMvC4qeiqLRyGZdqKRHcRxpxvOAk2KlZXzWYeT0gDVM98VbANLJy9nZJxOZiusOJg6FHlrZkYzxN4y6G9Ki1ero9d7kct5EDkAOiNWksy7RC5nh4MdPK/wDwv82hK2joWTvTvpJp2PiPJ50+lcqzwgNB0nPcmjkPZ3ro1LNlwAzCBFrtSmePZrtSmePZqXktLbjGavs18QP+Oar4gf8AHNV8QP8Ajm6eTNfdHmMk/OrNkykyKMmY6bYHxADbhV6ya7CjFKiOk4AccD2im5CPe5zB9FwV/Ol4UdO7XVm2MoppnunxAqU8UqU6+aIJOEpKibKsV8CTvcN8UadQUEFTYeFOd6P0V91JVw+b3/Rq0/OLf83uXgLOuMJU5iXwDKVz9aw3zCpcDO+Rufd7+B2a0Woju/w2Xum2JetOFyoX9bHTzEulbrjLtkpJEJ5Wj/Ik5lSsmsrol5RGH8GJnQ5D9Hdufzg593u3JMliJHN+S6LTQayIqyiywfn58W3KrEblPYZ6S7KjFnxWi6TYr+XBZWuM9gNtl31TxCg28AfELq3LROalwgwJEcAUEw6qvs5mPAdZzkV10c0R0lqyOsO2eMsbiCCDh502pwIDnmI9JcK/RpA8vlV+jOB5fKr9GcDy+VX6M4Hl8qv0ZwPL5VfozgeXya/RnA8vlV+jOB5fKr9GcDy+VVz+DqAygf2+TXaDB8uk12gwfLpNdoMHy6T6hrtBg+XSfUNdoMHy6T6hrtBg+XSa7QYPl0n1DXaDB8uk12gwfLpNI3vIozipZiZuK+bSlL3CJzrutNK55h56EUEc0dSU8mDxblrj747vxcUNnXwEuMjNoFstpFiXXhRgoGQrycBBsseJOemEu+vuGRIq7ARV4JVzRVealXOXHn0LBbEuEpVd7y1gpJ0lq7Ox41qd35EQFFREaIswFJeSs8ukVZxc5eus4ucvXWcXOXrrOLnL11nFzl66uhmjA4GSd1W+ueMP2q31zxh+1W+ueMP2q31zxh+1W+ueMP2q31zxh+1W+ueMP2qybeL43ETIiQgJOHSrj85SftS9+jEyIv8AJYR5IoNIuwXTwWp8GVbpRRprJsujyLuxrvcYDBhCmvMASLiAFqqTKkS3t+lvm850jLHdtVkuF2x7CYzgHaZrgNXTJ+52trfZTH6rxgLnDoxCzJjBczg++l28Emnlfsi/zaEraOhZO9O+kmnY/wC//l+lcrS+Sh6S6PwXymGGJ6Pvg0qmFfGdv8tY/ESvjSB5ax+IlXG4wTgmIzGOTY4ldmRfKWvbSuzIvlLXtpXZkXylr20qTrkPedwvfVokty7Ww4zszEFU6KolXyS3Gs8gnV44KApzqqbiLhr5qbLPaEucUX8uFHTyidJy9v5y8TAE3BMmyEwVUIVxRfPWdnRs5dpN4r6qSrpKZCObCli4Y4YJUB4GJgOOcVMccE81NOA6CG2SEK7F07Gv6l0eYk8Avx590NOgKDwM75If3e/gsmHd9sEbnBFDhcp1/tjCcwafwdwOy7/2SXEigpfzLqTdufy9z7vduX6ClwskqLykCqHpJrTgLYudaoq87Ie5OCuEk5c514yVcSXDzJzUGzgD4hdW558V0yrI2UbV27Gx/VvCvrTgYI589gedwffwV72M9a8FITB89KUvdinm3Go/K57O7KTB3HnSmwUywSmAFpkRBNSJpW+NFkpgZkjibRpu3RW1QkbxVNiqqrV5+SD6aUbLbi4mKKvPT0dhsFJVIeZPAZJYNYc+grOYwpFxvdVquj1tMlbETA+MK1c7k/cnkN3ARHigmxKlnqRv710pT6MME5zbE89TZj7gopOLt2clR3d8Fc7jJp2U8y8Rl5zw9erh0q4/OUn7UvfoZBsMycrYiPohIGcadYpufClGZKysSl78D6AO653surQsrDUazQ2mOJvQL1qqY0+0D7DjLooTZioki81GiCZCK4ohKiLoAuaYlzEi0K4gK+ZOCTTyu2Rf59CVtHQsnenfSTTsfHe9FPpXKwv7YwPMC6OTmx/+Xde70W6lO99c9JffUaXJiEpRnzaVduYtSZUiWefJeN0k2Z647i7KgFnW6MXO0K/knCpp5UWtxX1nMCpgSIjqJtFdyzWx24yh1KjAriZ0fejwTVmr7qePeoxudAVWiIjJSJVUl1qu5ZHlF8mf3THHTsa63k6l8AuB75PfLncXgZ3yQ/u9/BZEu51qeb6DvC5S/OIeZtNP4OYHYlgWSXHlmp/cmpNwlQUVVVERNq05dINxuEhIUpt5W1RDQV3cpoPYGUMtlOIp54dRadkLOskP7EeCnZOTGnSKNg+Cr1FRAbRk24KiQ6lReReAPiF1blpscdIoPSw30zTHBdgpV5srARTkRB3sm9ZByKmlGhyJru9xWidNNaonNWT2TsmHMCZMIRUEXNAeBenLbWinCCGTHdIC7FWv0mzP4Yx7a1+k2Z/DGPbWv0mzP4az7a1+k2Z/DGPbWv0mzP4az7a1+k2Z/DGPbWv0mzP4Yx7a1+k2Z/DGPbWv0mzP4ax7dXH4RpTyBjbmfbWu3+R5A17a12/yPIGvbWu3+R5A17a12/yPIGvbWu3+R5A17a12/wAjyBr21rt/keQNe2tdv8jyBr21rt/keQNe2tW24LdIQzCbRojVcRRcUTBcNJ1onHccUQcNtNti2nc7efQkApiOamtKabRscPWtBxE6tISICQgVUVNi1b5BSYyGSYKi4LV5+SD6aUZZoEWGOGunHCdNSJdNeClLrEdwUUlwHWtMsoGtdZU8mLJ9W4ZIAKS8lESkSku1dKeyT8UhDjJrRKlIojguKLjsqI2oopFy7NOEeZNYLmcH30u3hkq4/OUn7UvfoQZb8Cc1LilmvNFnCtRPhKgKwizIT4PcwYElZU5Sv5Qvh3G8xmeI3uud7Lq0MnssPi6GMOeybrQcQw4yJV6y2SRDOPbGTBTTAnT0V2VGLPitFzgK/lwSaeV2yL/PoSto6Fj7071pp2Tv7vo/SuVXzk35mk966OS8Z98JCsMm4iKPFFVr4vneSP8AsLXxfO8kf9haft81GSVYj/sLXYcryd32FrsOV5O77C12HK8nd9had78fpL76tljm3IN8ZEQa6Z1crLMtoob4oTXjA1pu2dcbPD+yHhU4A7bBM1M4jKl6CUACAoICIimxETBKc70for7qdDfWDb6Y4U4BNuE2aYEOpU3LIwSuk+vFRM1OvTsffnU+qnv4dVzRUuZMaJc4iLnXHgZ3yQ/u9/BZCngcxrzCXC5R/OnU2OlHYOTIajt8d0kAetVqFGCJCZjN8RoEBPuSrnc4lqiLImvI0Cesl5kSspMrZl5UmGcY0PoJtP0qckvw7ij8Z0mnQwwINS1k7lixPzY1yVGJPIewD3PhHhaos8fO0fvHTye12CH6HByXN9lOudMyX8+APiF1blnuDMuGA54i6AoJB1VfbgyxBcZExN10c1BTSySd3u+gPjAIOCv64WV/7k4KVsHgskCxsI+ZwuFDiJ1aduQWreCmqIipitXe5ME0LY4kmdrKkIXA7kkJFrZq8Bk9+VKbZI/MPPQAIJgPr3cFzlHl2VMUke3tf3eAuopvALgnG4AFzXBLmJF/OkXFEXn4ZKuPzlJ+1L31bLbMusrsaAwTznqQU51WpuQ1+hsK+rAPoO1GTxLTcVN6LWmzTjR3pb4sRmyddPUIimujyLvQsZ+9MkvQR1M6nANpwm3BUDFcCFUwVF3LWWfaopc7I+7gk08r9kX+bQlbR0LJ3p30k07J8qP0PpXKn51H7IdH4KPkty9MK1Vqq5/N7n3e9NCV8pf+0L3rVtRtLZG3jve9DhV4RtbPL37ib0VJuWL5jh/ZJwqcEfej9FfdSVJhsSe+jr5CRcFoLRFFcSzz8yrQiICgiiCKbERNOyfKj9Hh5p5kF8uZsvdwU75If3e/gsijzbyYdNleFyh+dj8wjpZAQOzMpBeLiRQVz79iVlLlbDsoqyyqSJni02B6S1crlMuspZM55XD5OYU5kTcnfKi+7cydyvftubGn4vxfWYVdwYv2TEjsMxeEwz2yHpDr08mVxyeieYV968FLPe4b59Fsl/LgT4hdVJwFmc3q8RD5nRT18FGtce8PJCl5+8nrXMLBdVfo6sP/AMr8av0dWH/5X41fo6sP/wAr8av0dWH/AOV+NX6OrD/8r8av0dWH/wCV+NX6OrD/APK/Gr9HVh/+V+NX6OrD/wDK/Gq65A2NlG/lX4tdpFm/1/xa7SLN/r/i12kWb/X/ABa7SLN/r/i12kWb/X/FrtIs3+v+LXaRZv8AX/FrtIs3+v8Ai12kWb/X/Fpi2R7S12LEz97xz+7XFcV4UOIPVpm844IiZKoimCJyVO70PpUBkBYgqitKuK48q+A72OepKmK6ItCjqucq7Km/LHfS05j/AGPGJzl2J11MfecRCNwlXHnqM6rgqhbU5eADvQ+inu4ZKuPzlJ+1L318GLDIZNm+HfXXyz9zLVhmNlZOBhEQFJD+9URV0YrBypbUdrvjxiA9arhUHJ63We0m0ww2ZoHdPGCKR1lhYIrlsdnxWQafZTPLM1IY6XwcMtKs19e+pmAnUu5l+y0F7aMOO6zi5uWEs6xQ1/004JNPK/ZF/m0JW0dCyd6d9JNOzfLF9FfpXKj51H7IdHJWXJjBJSO+bSKo8WvjW4+Wve1XxrcfLXvap+6TyYJCmPKnpV2fM8pcrs+Z5S5ST5nlLlO9/Nfrr76td/mW1reQzHWuQD5Kut9mXMEaNAaa6Abth+Y4f2ScKmzgnO9H6K+6k4Ky/LC9BeHvBZtqf6uCnfJD+738FkoeZlAx50IfyXhb987u9Q6Vuvkm1216NA/VOvni4/y4ImpBpVUiUiVVVdaqq7s35UX3btou8yzyd+huem2usTSpJg7JdcbDewMlJA6OPJpZKrjk8x/N7+Cvh5lnkecc31rwJ8QurgWj3t0D6JIX50i4pjz8Dk787h6K8FfOKz1rwU/vw+jwocROrgJ3eh9LgV8AmfLHfS05rCvxiAdu1OupbbgJmmBCuOyoragKkW1eTTWm+9B6Ke7hkq4/OUn7UvfWSuU7+T7pgob/ABXeO3U34SoyRlSBBdV9fHYII1JfdlSXJD557rhKREvKq6MOQcOYzKb47LguD1iuNQ71CvNoN+G8K4guc3+8HOipWWV7jRrU9BadQ5L6ZiiK8QeVV0rHeH7LO39hEMSTBxtdhpR5ewt5VQhvq7VzuD9znHLkqimfqFOZNzJgs6wRvMhJ+a8Emnlfsi/zaEraOhZO9O+kmnZ/l/8AIv0rlT86D52k966OTmx/+Xde70W6lO9+P0l9+jZEwskP7JOFTZwR96P0V91JwVm+XL6C8PflwtR+chTgp3yQ/u9/BZPLhf4f2qcLfPnh/wDl9ycFN+VF93BZJfs8z6RcFlMWFnJOcxTgT4hdXArsqCefAjn0mhX8uBlXWRZWCnRAbNwMBwcRVHBa/STevJoPsH/7X6Sb15NB9g//AGv0k3ryaD7B/wDtfpJvXk0H2C/9r9JN68mg+wf/ALX6Sb15NB9gv/a/STevJoPsF/7X6Sb15NB9g/8A2v0k3ryaD7Bf+1P+EK7vIGLEL2Drt7uviIfsl/7Xb3dfEQ/ZL/2u3u6+Ih+yX/tdvd18RD9kv/a7err4iJ7Jf+1293XxEP2S/wDa7e7r4iH7Bf8Atdvd18RD9kv/AGu3u6+Ih+yX/tWS6yLxCKTKFsDQ1BEbRUThW+9D6KcBO70PpeEzkwmu9f8ATgLr3gPS/pwCJjq56DiD6KcMlXH5yk/al7+BPUB4KqdzweSRY2AE5jLgk08r9kX+bQlbR0LJ3p30k07T84D1L9K3SzDcZIvK+raiObhm12rB5YXsV2rB5YXsV2rB5YXsV2rB5YXsVbrMMFD/AF6nn4fu12KPTKuxR6a0cMTFUz1r4tHxpeqvi0fGl6q+LR8aXqo8jwIyLs4vYSu04PLi9hK7Tg8uL2K7Tg8uP8NK7TQ8uL8OojCRobTCLijYoOPC41jWNY1jWNY1jWNY0XdCQ86YV8TJ49fZr4mHx6+zXxMPj19mviYfHr7NfEw+PX2a+Jh8evs18TD49fZr4mHx6+zXxMPj19mviYfHr7NQ7ckV5XN9UtWHDz4nZsVWc9Q1ouO2u10fKl9iu10fKl9iu10fKl9mu10fKl9iu10fKl9mu10fKl9iu10fKl9iu10fKl9iu10fKl9in8mRdaIOy19iu0wPLy9iu0sPLy9iu0wPLy9iu0sPLy9iu0wPLy9iu0sPLy/DrtMDy8vYrtLDy8vw67Sw8vL2Kg5KDDmsyUmqatEhcThZtkSXLN9ZCjn4as2u1sfKl9iu1sfKl9iu1sfKi9mu1sfKl9iu1sfKl9iu1sfK19iu1sfKl9iu1sfKl9iu1sfKl9inskAddU1mr7FdpgeXl7FdpYeXl7CV2lh5eXsV2lh5eXsV2lh5eXsV2lh5eXsV2lh5eXsV2mB5eXsV2lh5eXsVaYKW2AMVHFczVVcdm1eCukBLhGRlXFbwLOxRK7Vg8sL2K7Vg8sL2ErtWDywvYrtWDywvYrtWDywvYrtWDywvYrtWDywvYrtWDywvYpclg8sL2K7Tg8uP8NK7Tg8uL2K7Tg8uL2K7Tg8uL2ErtODy4vYSu04PLj/DSu04PLi9hK7Tg8uL2ErtNDy4/YSojHY0RpjOUt7FBzurgbywb9qfbbFTPBFRK+K7h5G7XxXP8jd9mviuf5G76q+K7h5G7XxXP8jd9VfFc/yN31V8Vz/I3a+K5/kbtfFdw8jdqRabiSDhCe9mvie5+Qv+zXxPc/IX/Zr4nufkL/s18T3PyF/2a+J7n5C/7NfE9z8hf9mvie5+Qv8As18T3PyF/wBmvie5+Qv+zWTMZ2JZgbfBWzUyJRXhRl5oiOZsSuzPqfnXZv1E9ddmfU/OuzPqfnXZn1Pzrs36n512b9T86ef34EHNwwrVuaq1VqrVWqtXgMiAj7xOb4o4+avitPHV8Vp46vitPHV8Vp46vitPHV8Vp46vitPHVKsYyAQeyFHBejXauPlZexXauPlhexXauPlhexXauPlhexXauPlZexXauPlZexXauPlZexQ5MAJovZZal6HgEjJsX5Lr3ZZJnkpYZtdqweWF7FdqweWF7Fdq4eVl7FdqweWF7FdqweWF7FdqweWF7Fdq4eVl7FdqweWF7FLkqBCqdmF7CV2nB5cf4aV2nB5cXsJXacHlxewldpweXF7CV2nB5cXsJXacHlxewldpweXF7CV2nB5cXsJXacHlxewldpweXF7CVZ7clrhrHR5XUzlLFUw4JFrGsaxrGsaxq7WtLmjWLytb3j+ddqweWF7FdqweWF7FdqweWF7FO5JAf+NL2ErtODy4vYSu04PLj/DSu04PLi9ioWTYxBNOylPOXoV8TD49fZr4mHx6+zXxMPj19mviYfHr7NfEw+PX2a+Jh8evs1FtqR3xd31Sw5MP/wDX6V/+tC//AFoX/wCtC/8A+HYX/wCtC/8A1eTgl/8ArHq0V/8A2Bw//8QAOBEAAQMCBAQFBAICAgEEAwAAAQACAwQREBIgMRMhMFEFFDJAQRUiM2FScVCBNEIjJENwkUSwwP/aAAgBAgEBPwD/APfZF4C4i4hXEKEiDwr/APxYX9kSTrBsmyd0Df8A+KCbJz79MGya4H28krIxd5spfFWDkwXTvE5jtYLz9R/JefqP5Lz9R/JefqP5Lz9R/JefqP5Lz9R/JefqP5Lz9R/JN8TmG9iovFGHk8WUcjJBdhv/APAJNk436oNk039rVeIhn2x8ynyOkN3G/WjldGbtNlSeIiT7ZOR90SAs4XEXFQkCzhX/AMm6aNu5C8zD/ILzMP8AILzMP8gvMw/yC8zD/ILzMP8AIITRu2IQN/8ACvdc9dpsUDf2ddW7xx/79lQV3/tyf61Pkazm4p9cwekXTqyQ7ckZ5T8riP7lcR/coTyj5TayQb80yuafULJkjX+k9AuARedYNkJO6Bv/AI5z2sF3FTeIfEYT55JPUeiyaRnpKh8QO0gUcjZBdp/wTzYexjd8eyr6rhMyN3PtKCq4zMrtxi97WC7lLWk8mckSXG56IJBuFFWObyfzTJGyC7dLn226YNk19/8AGTzthFypp3ym7urFK6I3aVTVLZh+/wDAvNz7EG2m47q47q47q47q47q47q47q47q40OcGjMVPKZZC4+0p5jDIHBNIcLhTziIftSSOkN3dWOR0Zu1QVDZR+8Xv+B1mPv/AIqaURMzFSSOkdmd12Pcx2ZqppxMy/z78+zY6zVJWsbybzT6uV3zZF7juek2V7dimVrx6uaiqY5OQ3XiUuSLKPn21LVhtPz3HJOcXG7uu1xabhU84lb+091vYNNx7SWpji9RUnio/wCjU7xOY9gvqFR3X1Co7r6hUd19QqO6+oVHdfUajum+JzDexUfirT62qKojl9J6VXNxX8th7GmmML7/AAgb++dt7J7wwXKkmc/+vYVMrnkAnbpw0TpGZr2T2Fji09KA87exheWPBCJufYNNj7J72xtzOPJVPiTn8ouQRJO/TBLTcKm8SLeUvMd0x7XjM3bXVScOIn2dDLnjt29lJNHH6in+IsHpF0fEnfDV9Rf2C+ov7BfUX9gvqL+wX1J/YL6i/sF9Rf2C+ov7BDxI/LUK6J4seSa4O5j2D3hguU95ebn2MvqKpwHSgFeWi/iEKeE7AKspmMbnaoaSSQX+F9Of3UkTozlcvIS/pDw+Q7kKamfDzOypnSiIcrqVr3SkHdN8PkI5lPoJGi45qGB0rsoUtI+JuYlMoXuaCCOaFM8vLBuE2glO/JR0dpA16NLDl2UXr6cMeRv7UxBebaaZl3X7eyYbjSSB8riM7oSNPygehJI2Npc7ZVNU6d3669JVugd+kx7ZGhzdtXiT/S3GOjJF3FGib3U0XCNroRvdzARaRuMGUjXNBupY8ry1qyu7INJ2CII3UNLxG5rp7criFHSue291NAYgDfDw59pC3vgXALiBcQLiBcQLiBcQLiBB4OqSRsYu4qaue/kzkESTv1Wvcw3BUNZfk9A3600md369lJ6iqX8rURcWUFK2E3BVa5ziGW5IANaoKsTOLbWVc28d0NkypY+QsHwq38JVN+Jv9KFoNS8qon4Lb2uoZBIwOCiaG1TrdlXfhKg/G3+lF/y3IkAXKkmYZ2Fpup3ZYnFResaBC8/C8s9OY5u4TGF5sF5Z+DDZwKkqG5ftwAuhE8/CII5HCmbZnsoz8YSVcUe55p/iLz6RZOqZXbuRJO5xD3DYplXM35UfiP8AMKOeOT0nTXVRmflGw9j4fVcJ+R2x1V5vLhH6xg6aUH0ou40oDhZcmhAtcOSqgBEovxj+kP8AklTfjKpfxBTMa+UB3ZNaGCwTyzKVSm8YVadhhRscHh/wi4npBxCa++M0zYm5ipp3TOu72MFQYzY7IEEXHUnflZ7AWvzUsWTmNsJh9ypfytThcWVPTuiJLnXVa4Nj/wBpjg9tx8qClELi66r5AGhiGypP+S5Vv4Cqb8Tf6UcgbVOB+VUQCZtrqKMRMDVDKHVRPdPY14yuQAaLBQODqpxCrjaEqMOLwG7qpbMIjcgqH1Y0zAfuOLmhwsVA3LIRhHHndZCBnZGmYUKUd1BYSEYVB+/Bgs0D2RfwxmPwpquSXlsOkCRsoK9zeT+aY9rxdpwr5+FFYbnCnpjJdx29jQz8aL9jTX/mxbPKBZzVG4vFyLKQATNKqGl0ZAVKwsZ9yq/xFRfjH9If8kqRuZhaFAwsYGlVnrCGyl9ZVJKGggqqkD38lTU2b7nbIADqsf8ABRIaLlVE5mff49nSTWOQ9SqdcgaOasVYrKVlKynssruyyO7LI7ssjuyyO7LI7suG/socwGVw5KSAtPJVDC2xKa4tOYLzk3decm7p8jpDdxUU8kXpKNdN3TnucbuXm5u6ZK9jswPNNqXvcBIeS81C0cipZM8hcE2smaLXT6qV4sSgSE2umHK6fVyvFrqOR0Zu0p9RI8WcUx5Y4OClrXSMy2soBucab0KZxDDZQuIeMGfmdhSjdSPyC6il4gwYbTf7wkN3koboeyl9B6sM7oXXaoZmzNuF4jLnmt2woHE5m/HsfDJMsuXvp8RbZ4di2rjRqou6lnL35h8JtXGRzXnI1PUMeywUdVG1gBT5v/NnamVUZ35I1UY+VLKZH5kyqYRz5KWeItIG6o3NDSPlGNs0vLYbodetnIYGd/aBQScRgPTnN5DjHIY15p3ZeZchKeGXrzTlFO5zrFPnc1xAUU7nOsU+dzXEBeZenSuEQd8rzL15l68w9eYkTpHCIOU5Mo5+2jblbbGldyLU9mdtlFAWuucIXZpXHCmO4UzM7bBQRlg54O5PJ/a4rgLluA39nL6D/XWhmdC7MFK4ueXHCg9Z/pOFicIaZ8oJaiCDYplNK9uYBFpabHpwOyStP7010eeK/b2MEfDYB7CofmkOIFzZeTkTY3OdkCNJIBfRFHxHZQn0ha0m6ipTI3MCpoTEQDobTSOF7KSJ0ZscaJ3Mt6c3rOMcZeUIIybArhRfyTg0QkNKa0uNgooXtfcp8D3OJCige14JUvrKII3WQvhAC8s9ZDmyryx+SvLftStyxAYSsyn2kTLm/wAaGPLHXCbOwrjM7qWouLNUDwx1yvMRqOTI66E8Z+V5li8xGmuHFuUXAC6O5thGbtB9lUm0RwIIQaXbaS0jW8fOFB+X/SmFpCMKScxuDfgqtbaYpleWgAtV4asW+VNA6E2OiEAyAHuq+FoaHgYUzWRs4sn+lUiOaPiM+MG7hDbQRcWKniMUhb16dmaQD2B5Aom5xj9YwiieJsxHLmpPQVSQgjOUWN7I08XZNaG1FgpfxlUn4gqtuZ7QFHTsYNlw2H4VTAGfc1RnMwFVp+4DGlNpR06gWfjBzjcBuqdrg9P9RTfwFUxAdZRtkD/uTpXZjYqB7i8XKl9ZUTxIMr1NI/NbZcR/dU3NxJTnEm5wk/CMHNzCyLS02PsoYnSvDWqWnbHBlb8eypnXZb2Va/kGqlizuudgqqTM7L2VNEWNudyn00r3XKFHIntyuy4PdkgCba/NcKn7oQ05NgVLTxsYToIsVSvDJQSp6ISuzA2X04/yTPD8pBzKoozM/NdfTj/JNoHNNw5GPOzK/mqij4TS8HEGyb/6qC3yovDwDd5T5YD/AOIlRUojDrG4ODBdwCGmrp+K243CIINj1qIfeT7B/pOiP1jATMLsoPNSegql/EFM54nsMP8A8lS/jKpPxBS/mYnkhpsqNzi83VV+IqleOGAVUnNKcaf8o6dU3kHYse5huE6oeRbAOHBI+UEZXkWvhCQHglSG7yQgSOYRtMy/yMI35HXUrGuGdpwe8GIDF7A8KSJ8Zs4ewhhfM7KwKlpWwNsN1I3M0hH2NLG6xd8eymdxJf0mFrCI2oOY2Yl6nke832Cc0CEO+VDPw2nMN0TcqHg5bP3UxiADXqaKIRZmjBjWwM4h5lPkc83OiTfBlZK0WBXnpu689N3Xnpu689N3Xnpu689N3UlVJI3K7EAk2CZelhJO5UlXLILE4NmkaLA8sKNmedo11dIJPvZuiCDY9Wh3PsDsiLEjFnrC4jO6hIE9/wC1JIwsPNUkrQMrkXsHMlCRndZm+YvdSvaWGxVK9oj5lVTwHtcCo5mPHIoBjNuSqpg77WqniYY7kXU7Q15AxpReUdJrL7qWMPYWoixsfaU8XEeOylhZM2zgp/DXs5s5hFpabO6tP4a94Dn8gooWRDKwY1DMspHsKemMhudkGgCwRFj7Cpl4bP2cKQ3kRi4kxCqJP/bZsFILU4UT2TsyO3T25XFqgbmkAVU68ilbdjWLyR7qSHPGGX2Qov2jjJjHlzDNsqx0JaMm+plGZG5mFN8Of8lMhipm5iqiczOv8afCod5D0J6Vk2+6lpJI/i46lD6j7GpZlkP79i2Rzdjo8Oivd5RjPwiCNbGi18ayD/u3/fswLqmh4bP3i+JjxZwuneHQO+LL6XD3K+lw9yvpcPcr6XD3K+lw9yqqEQylg00NPxpLnYaa5vMO6wBJsFBR/L0ABg9t+u5waLlTSmR18Ic8f3gckRI85wFTNeXZmqaoc8ZSEYHsbnwpXsY77k6mJkzDmCqt/wB4A+FmcflT/gCzu76JOkyRzDdpshWzd1JK+Q3cdMbDI4NG5UMQiYGD46T6eOT1BO8PiOxX01v8l9NH8l9NH8l9NH8l9NH8lU0hh5jmNHh4uXexq4s7Lj49o1pcbBQxiJgaMCLpzbaQhiQCLFVFMYzmbt7EC6pabJ9zt+n4qyz2u76ACTYKlgEEYb8/OmrZmiP6xAubBPonAXabp0b2eoa2RvfsFHQuPN5so4WR+kaXs+R1SQBcqon4hsNsGguNgqg8KEMCi/4xUEvCddBvHk7KF5idwnqcMD/sTWlxsEz/ANPHd5VRwnNzjc4VH4G/60voS6ASN39gBdUFJwm53bn2TmhwsVVUphNxtj4aPUnix9g1uZVdOYnXGx9nQ01v/I7/AFo3TmW0MHPTa6mo/liLS02PXpoGtaH/AD1PE2Xhv20eG0+Z3FdsNtThmBCIsSMKRmaQfrCwKdTxO3CNFEV5FndeQb3Qoowm08TdggAOg5l9umBdVMV4TiCWm4T5HSepQ1IjblIXmIf4rzbB6Wp7y92Y4QTxsbzHNSymQ3OFPKxoIeqioEgyt0QRmR4agABYKsoM/wB8e/ZEEGx6rWlxsFRUAj++Tf2jmBwyuVTTGE8tsPDfSURcIi3Xa2wT2B7cpVRSuhN/j2NLR3++TZDU5ltsYxrfG14s4J9Cw+k2RoX/AAV5OVeTlXk5V5OVeTlXk5V5OVeTlT2FhscRumCwt1KhmeJzf1jFGZXhg+VFGImBg+NdUzLKcKFlmF3f2Tt+gBdNj7oCycMwIThlJB9jRQcNuY7nGpdmmcf30w0uNgFD4dLJ6uQUFLHAPtHP2z2Ne3K5VNMYXfpeHfjP94ObdEW6gF01lsSARYqagB5x/wD0nxPjNnDqxU0kmwUFEyLm7mei9nyMIxy9lUQcRtxutsIReQDrTsySOb+8PDKfK3iu3O3Qrm7OQFyom5GBvsn76BH3XDXDCDBpq2ZZj7CjpL/e/F5s0lE3JONJRunNzsvpsH7X0yD9r6ZB+19Mg/a+mQftfTYE2ggH/VMiYz0i3uXsa9uUqnh4LS3Ei6MfZEEdKPfUQDun0cLvhHw6PuV9NZ3X01ndP8OFvtPNSRujNnDTHQR2BdumU0TNh1Hs+Qmiw9nVwf8AduFILyjreJMyzX7qkgM0gb8fKAAFh0KpmaIqlZnlH69nJvixnyej4i2zw7rAFxsFTUNvuk/+tFW7LA4/rGjojMcztk1oYLD/ABGULKFlCyhZQjH2RBGMe3UfG2QWcFPQubzZzGNMzPKB/g6mAxuuNlQjmT1vFWXa1yoafgx3O56JFwQqSLJcn2cmDGfJ6XiDLxX7YgXT6WVguR0GguNgoqCR/N3IKGnji9I0+JutBbucKKhMpzv2QAaLD/IGPsiCEzbrT0rJR2Kmp3wnnsvDmcy//ByMD25SqWIxAg9TOwblAg7FPja8Wd1S8LiLiLiIOB6smyYz5PTqG54iMaCDMeIfjB8EcnqCd4dGdjZHw0/Dl9Ok7hfTpO4TfDe7kygibvzTI2MFmi2vxZ3JrVRUJkOd+yAAFh/gcwWdqzhZws4WYK46ZIQcFdFyzoOv0yARYqONsYs1OlY31Gy81D/JeYi/kF5iLumuDuY6ZcBuU6sp2buCPilKP+yHilOflCvgP/ZMqYn7OHt5pmQtzPNgpfGv4NX1mbsFNWTTG7imepBzm7FR+IzMFt/7Q8Vk+QFB4jHKbHkdRcAjJ2WcoSFEk6muIQN+mRfqEXUjcjyFDEZXhoTGBjQ0ewlpRNMHv2CAAFh79z+yLiekHkJrr6SbLOs+sFX6NwFWVhByMRJO+DNsGvc03BVNU8QWdugddT4nFCco5lS+KTybGydI95u43xj3xjqZYvSVT+Jg8peX7QIIuPZk2Fyq2qNRKT8fGhnq0+HVJlZkduNDnWRN+mDZA313WYLMFdZgsw6dazLMf2qKDhszHc+xLgFxAuIg8e8O3VbvoJ6jXd9UsrYm3cpq+R/JvIJz3O3Ohm2hsj2bFRVx2emuDhcaPFKswsyN3OqPfTR1joXWPpQIIuNF1mCzrMVc4XKzFZ1mCviSALlVnikZY6OPnf50s9Wmln4EmZU9VHOPtwJsib9Vh+NN0XawbdKWnEkrXH49gXgIuJ03sg/ugb/4Zu+J6zToJsLlVE5mff4xp6GWfnsFH4ZAz181/wCjj7J8tMT9pCywP7J9E0+k2UkLo98aObK7Idjor5eLUOPblqj31eGT5mGM/GBNlfqXTTdeKymOCw+eWpnq1UshjlBwkPLrDfST0cxQdqvZZlmHQzLMNTn35Dog2TTf3J36jN8C5X6zTZA3xrX5YTjQUAcOLJ/oKr8RbD9kfMqWoll9ZwZthHUPZsVHKydtip4OEeW2ANjdMNxfB5ytJTjck4RxPkNmhDw6XuEPDX9wh4Yf5KSHgy5b31eHvyzj94O36zV416G/3qZ6tTfUENlJ127YnqNNtBNsZ6tsfJvMqKeYyh25Qes6zrOnyWaSAuPI117qGdsn94A2QN8Xmw6bTY+5fv1I0dvYg2wJsLqpqHTO/WFFBx5QDsN14hVcFmRm50M2xa4tNwmETxpzS1xBwo5yDkOFWbQOP6ONG3LC3RWfn/1qpTaZv94O36zN14wy8APY6merDI7shG/suE/thA3NK0fvCTfrs2wJsiSeq04HGqq7fYxQU7pj+lFE2IWbqkhbIE+N0TlTz5+R3wBtjIeeJcAs4WcLitC4rFxWIG4uMRt7iTog3xZsjt7JuyqTaJ39Y+G1EUObObKqm40pfoZtopZhGSDsqh7XvJbhGbPBwrv+O/8ArGEWjA/Wit/P/rVS/mb/AGMHdZirY+LA5v61M9SYMzgMTth4azNNfthJv0SbLiN7oEHbRHges3fB+FXU5BkbuqeAzO/SY0NGVvQewPFipGOicqeYSCx3wbtg/fAm2h2+ML/jFm3uJNuhK+wsFC64ti3ZE2R6OyztQcDtpAvhVyNZEb/PQZthwzpYQ1wJTHBwuFXf8d/9YR0ssguAowQwA6K4f+UH9aqflM3+xg7rN2RF1VxcGZzNLPUqVl3ZtDt14XFaMv74Sb9GY2bgx2U3QNxfGPA4vdYLiuQlKEvdA3T5QxGoPwuO9Cd2IQN09TzCJl/lRsdM9RsEbco6UsQkbYoF0T/2FG8PbcJu2Dt8Hm50O3xBsmOzC+DNvcOHLW9waLonMblRvylA3QwcefRJsnvviw3GlpXiL7yBvboRNJTWgYSDnpoXXYR2VYL07/6VBTiQ53bBDFjARc4V7fSdMcLnNzBOiu5rhvcYO21E2T5iDyXHcuO5cdyieXi5xbth4zBtKE1pcbBT0vBjDieapKbjk32Cc3K4hRglwAUbMjbKFjS3mjujsmtL3ZR8qJgjYGdsJN+jM65tjD6cY8DvjJ6dDX5USSbnFnqGgGy3VS9z5CCqaARM/fUqoc4zDcKke4Py/BxdujgFIG2wdumWzC6nDRa2EG5wZt74uDRcp7y43xbsm74HfTI4ttZCbuFxgjN2RcTvoi21eINtJfvqbE92wTKX+SLQ3kMZBcaaBtmE91OLxOH6KoRaEaASMKyxZ+9MTcrAEN0NtTnWTnE7p2iEfZpqmtfGWO+VDSRRG4HNTwCduUqCBsLcoU3h5e8uad1DSMhF9zgDjBFHHKHoG/MYSb6LjQ92VqiAc77lKAHWGEQs0Yxo7aH+k4BpO2DtsGtLjYIgtNiovWNIUkTC4OI5jEzgG1l5lvZeZHZeZHZeZHZeaHZeaHZeaHZMnDza2MUbWbDGQ2KudLt9AcRso5TexTNvcv5HQXWUhJKAupI8mDZh8qPnzwdpl2wiy25ooJu/NSBvxhFtpAuqmATMt8p7HMNnb4ttmF02No2Ca5uW2D90wgEXUzmutZONhohhdK6wTGBjcoThdpVBJ9pYdxqkdnkKdA8bc1kd2QiefhRwPzC4wbbMAcXb4vktyCY6x5pxubpyicGuuVI4OdcYRizBg0YyG7jpmmykNCBvppTdmEmJeAnOvhmKzlSEk6BMALWTXh22Eadti51kZCcGvy4O2wikyFPdmN005TcJk/w7EC+D8ZfWdB0Uw+/Fm2M++mR+Rt1HIXb6Qmbe5m9SBIWcouJwfvg55dvjSm4ODtEj+dh0o387HQBbCanZMLOU9K+DfZRMzusmsa0WA0OcCbDQWg4QUhf9ztkxjWCzcZHOgqHFvwVH4jGR93JQzsmuWYyOytJTN1GeWLiGi5RqWKjLp5wfgYuwcbg6HaAQBbBu2MrLG+kuzvuoj8aYGZGWOEm2DjYanEE6WOyuwjRxkPPS8gDnqhddqHNAWwdg6ZrVI7O6+DuHl5b4HAiIN/eEMgYblMla/bBm2MouVlOIBKngkfYBNpJAEYnDEMcRcKOI3uU3b3Mm99LiCdNMLDBwvoOhzg0XKZO4m6BBFxobviNFXEZYiBuqXk4jRI7K0lRu530taXvsE0ZRYaPEW5al2Hhh5OGLmhwsUaZred01tsZ/xnDwkerE7J7sx0mQF1tMUhBshiRdPhaBcaHQs3sgANsYWB7rFMhYzbGTbB+2mV+RhKidpAucI8CMHix0zvu+3ZMNxpgFmpu+L1K/K3UdINjcJjszQUzbGTfB26AudMzfnCL0YN29wTYYZBi92RpKjdzviwXdZCFoTTY4loKIthIw3uFbGSPOLJtNb5TG5RbGxUbOdzi1umrdknJahVMtzUU3EJwIunMaDyGJfY2Rk7Kgtz76fF22qL9xh4YfvcND9tFT+PDwkfY4/vF/pOl5s0kKO++kboaHbaHbaKUfcdDtsS0oNJxmi4gshAW8icWMzrhu7KOK3M4R7YkWTm5kWHQ+nbfMmtAxawu2TICd0BZNGLlUC7NLjZt0xxO+qEWYE3bGTfB+6ZvhdZh3QN1L6cI/SMB7iQ8tLmB4sUYWt2xh9WLTcaC1W0jEYZSg0K2kmwUjs7y7vhSmz7Yv3xJucKJ1pbd9PjTPS7Dw4/8Al/1oftoqj9mHhzcsA/eh7MpwItyxdi1pOysoY7m520nQ7bRSDmdB20nfF++MA3Ohm2gtWUp+5xdtophcFZEBbQ7ZEXFinwOGyLHAXIxkBLbBNYRvoETyLgKOnN7uQQxkwfumb4Fi4IKa3KLBS+jBnpGA9xIeeJ3xfvjBvizbVZO3xGLBdw6NU/JE44xGzwcX74HkMY3ZXgoaPE4DNB9ouRzRBG6oDacaH7aKvYJoLjYKFnDjDe2LtsLKT1YuxgHNWGDdtLtzi7bRSbHSd9D98X74wj7dDdtUvrOLttFL6NZFsJ/RoOiIWYMGi+hzbrhlSggpm+mX0HBrDZCP3LuZxdvi/fGD5xYeeuT1nEYxesdHxJ1owO+hpuL4P3weeWiB2aMHT4vHlmDu4VIbTN0P20VZ5heGQ55C8/Gh22Mu+Lsaccji3bS/1HF22il9Gl456H4v3xjFmjQNU3qxdtopvx6yLoiykF2HQdAFgg0lAW1VA2Td9Mx+1Df3R0O3xfvjBscW765vWdUPr6Pie7RogN4xg/fCTRRm8Q0+I03HhNtxzCga4StNvnQ/bRUgl3IKhi4UI7nnoOMuLsYB9uqWVsTczk+rle4kGyM0h+VxX91xX902R5O6zHusxWYqCodGf0muDhcaJBofi/fAICwxG+uffF22iD8Y6Lxdp0HFgu4Do1GwwBvomfc2Cj5uHu3NtzwklbGLuUtU955clxX91ncflQenFriNlG7M2+DG2565x9+qn9XR8SHNpwZSPeLryT+6hgMYsSsiMJd8ry57p9K8lPhezcY0YtENTnfCyBZAsgXCB3Xl2ry7V5dqY0MFghpIwl2xdjEPsGDRiSALlVdQZn2GwULQ94aflSRujNji3fTQyXaWdtD9sKuV0bRlXHk7ozSH5XFf3XFf3TXuI5lZisx7riv7pszwd0DcXTN9c/xi7bRF6B0SiLHE4wC8g6MxDm8sAbISd0ZmhPlLsIWnOCg4H3dRM2FmYqSR0hu7DhsdDnG4wgIDdFJ8q2omwujWO42b4QLXjMFlCyhZQsoWUIkMF0yc8S526E0LZmZSn0ErNuaaCGi+huLmhwsUaaTNYBR0Lyfv5JrQ0WGpoFlYKwVgpQLaRpcL4P5iyyFZCuCSvLuXl3JosLYNFsa+fIzINzhT/lCexrxZykoiPQnRPbuE3fTRG0uh+yllETblSyulNzpZtpZ6QmDVV1jonZGhPrZXpsk7xcBeZkCFS8riFM4j/SE4vYbOQrZAoZOKwO11HiORxawbIeKP+QjV5jeyFS3shUMRnZ3RqGLzLeyZWZHXAR8Vk+AFSV4mdkcLHS5waCShVRPHI4lgXDXBJKEDflBjR8YB4aeabK15sPdeJk5wMY3fY5uEeyC4TCNkYB8FQRGO99dZJkhP7wgqXQ/0oqmOTY6HStapJC/CB2ZgPR4OcXRgeEWuG4wboaepK67raRtpJsidDdA0VUhklJRpy2DiH5VG28t+2gxMO4Rp4z8Lysa8pGvKMUVIGkPB0SvDGFxUspldc6mbaWekJosNM9Q2BtzupZHSuzOwZUSMGUFE3Nym74MldH6U95ebnCi/ENc9FK15IFwixzdxoOhsb3bBUVHKJA9wsBpqjaF39YNlezYptbIN+abXN+Qm1MTvlZ290Z2hGc/ARlefnCl9fuqimbOOanpWxQEN3wiYXnKF5KRMo5LLycimnbA27lBO2ZuZqbtr8Tdya3RVPcyNmU2UM0hvcqMkxm+ikP2kdFosMSAVKADobrG+glXu66Ghul26OgFXV1fBpwKpqIudnk2VTHniLQqOPIzMfnQN1ZWVlZM20eITXdwx8a2baBzUY2GmaURMzFOeZpLvKqTGLNYmtLjYJzHM3CgkiaPvF04tc+7RyUMkTR94unkFxI2XCfa9sKL8Q1yKwKMMZ3ARpIT8I0EX7X06PuUKCEIUcI+E2FjdgMI9tNZ+B2qL0DTS/k93Ip6VzXXaOSiY+Jpk2XnJe6ZVy23Xmpe6ngE7LFQQCBtgo9tfiJvLb9aKz8TFT/Ki/GdFIfuI6DRc6ZvV0274OaHBPa5iuU3S3S4I6RVR58mITRpOgK5VyrlXKjOL3BjST8Jzi5xcU1pebDdEWTjoOYLMVmKzFeGm7imC2mum4kmUbDGOQxm4UszpfVg3fHzMmXLhSAiIX1yaRtiEVHprvwHRDSCRgddeQHdMpQ0WuvL/ALT25TbGm/IPdv3wka1zbO2XloE2ngXAgVbK+JgyKilfIy71HrrTec40sIlksdlLA2RmUqAbqIHhnRS/k6Ee+mb1aRqZvja6laGusE3S3S4o6RRtD818Qmm40HSN1YKwVgrBMxrnZYSooXymzQqalbCP2pWHilo7o74xUj5BcHkp6PixgM3CmhdCbOx8J9btMz8kZcibm6ZG54JHwo5mRxEDcqBlhcqysooi7mi0BWCsE0C46EmkYWxj01/4DopPwjRL6zjT/kHu3b4VQJiKyP7JjXW2Qa7snua1v37KNzXC7NlHrqjeZ2MMpidmCfX3bZo5qmQU9s/LGn/IOhFpm9Wlu2pm+hxzOQiLRc4DFuki+oPm42I3QFtDttIV1dXV0w88ZoWyizkxjWCzRh5dgkMvyn+o40BIeR8JszHghh5p5JcScfCfW7T4gbQ2VPRvl5nkFwWsiLGpkZcdEUmXkib4joSa74x6fEPw6KT8I0S+s4wfkHu3b4SPEbcxXnmdkytZbZedb2VXA6Zgy/Co4HQsId8qPfXUfld/emn+UHuAsDog/IOhFtpm9Wlupm+LwS2wTIwxS7aW6Tt0RpdtpG6srKysm763+o4gkK5BuNHhPrdpcxr9xjOxrGfb30QZbftO35aBrk0t2xCJTN9PiP4v96KT8I0S+s4w+se7LSSsjlUQvfGWgLyM/ZNo5gNl5Sbsgw2WQpgI1y0UznkgfK8jP2XkZ+y8jP2XkZ+yhpJW3uF5eTsvLydl5eTsvLydlFA8PBI6DHADms4WdqztWdqkNzyVirFWKsU3U02KzhZws4WcKQgjkrFWKsVYoDS7ZZHLI5ZHLI5ZCshWQrIVkKGh2ysrKysrFc1zXNc0y99b6CcuJsvIVHZeQqOy8hUdl9Pn7L6fUdl9PqOy+n1HZUFNJC4l46E7C9tgvLydl5eTsvLydk2B4Oy4TlwnLhOQjchreCdlkcsjlkcsjlkKyFZCshWQprSDprYnysAZ3XkZ+y8jP2XkZ+yp4XsjDSFkcshWQqSB5cSAvLydl5eTsmQSBwJH/wDGE//EAD0RAAEDAgQEAwcDBAMAAgEFAAEAAgMEEQUQEjETICFRMDJBFBUiM0BSYQYjcRZCgZE0UKFwsSQ1Q0SwwP/aAAgBAwEBPwD/APvsQL7JlHM/YJuGu9XIYaz1cvdjO5TsM7OT6CZvpdFpabH/AOKwLqCge/q/oFFTxxeUc742PFnC6mw71jT2OYbOH/xRHG6Q6Wqmo2w9T1PhzQMmFnKendAbHb6eKGSU2YLqLB3nrIbJmEwDe5Xu2l+1e7ab7V7tpvtXu2m+1e7ab7V7tpvtXu2m+1e7ab7V7tpftT8IgO1wpsHkHWM3UkL4jZ4t/wDALGF7tI3VNTthb+fFkjbI3S5VEBgfY/S0eFmT45eg7KOJkY0sFh40kTJRpeLhVmFui+OLqPqmsc82Aum0MzvSyGGP9Svdh+5HDH+hT6KZvoi0tNj/ANmylnf5WE/4Xu2r+wr3bV/YV7tq/sK921f2Fe7av7CvdtX9hT6SdnmYR/01DT8Nus7nx54RMzSU5pY4tP0eHYfYCWUfwPosRw/eWIfyOaGmmnNo2kqD9OTv6yuDVF+nqVnnuUzC6Nm0YQo6YbRj/SNHTneMf6T8Lo37xhS/p6kf5bhT/pyZnWJwKnpZoDaRpHgRQPlNmhQ4exvV/VNY1os0cz42PFnC6mw4HrGbKSJ8Zs4f9dFE+V2lguVS4Ad5z/gKChp4PIweDNRwTedoVVgA3gP+CpoJIHaZBY/9FRw8WTrsPocRg/8A3B9FhlJxn63bD6TEqTgP1t2OcEEk79EYuVQ/p5jPjqDc9lHGyMaWCw8F8bJBpeLhVv6ejku6A2PZT00tO/RKLHlpaEyfE/ZMY1gs3wpI2yCzgqmjdD1HUf8AWUNDJVvs3b1KpKKKlZpYP8+LUUsVSzTILqvw19G7u07H/oaCLRFfv9DIwSMLT6pzS0kHOxXDd2XDd2K4buxXDd2K4buxXDd2K4buxXDd2K0OHpyMaXuDRuVTwiGMMHp9JUwCeIsKc0tNisOwyWtf2aNyqSjipGaYx4tVSQ1TNEgusRwySid3adjnRUmr9x/ikAixVZSGI6m7f9VR0r6qURtVPTsp4xGwePLEyZhY8XBVfROpJdJ29D9exupwCa0NFhlcZXHISAtQ7ouA3QcDtz1kR45DRuqTAJ5esp0hQYHRxbtufymQRM8rQP8ACsFYKwVgrBWCsFYLS07hSUVPL52Aqo/T1PJ1iJaVWYTU0nUi47hYTDrm1H0+mfhTqmssOjT1JUMLIGBjBYDx5YmTMLHi4KxPDnUUtv7TsVR0/Gfc7BAW8ZzQ4aSqmAwvt6fSQ0s03kCiwY/3uTcJgHcr3ZTfavdlN9q92U32r3ZTfavdlN9q910v2p2EQHa4UuDOHkcpqaWE/GLeFhNGKaC58x3+hxGkFVAW+vonAtJB+uo26pm5P8uT/KgnODVxUJe6k8qbuFLuot06S3RcUpsl1Le6buoYHzOs1QUcUR1Wue/jkAixUtNFBITELX38OSqDHaQExwc3UPCo3fER4ZIG55q+mZUwOY9QQiFgaPoKuHix/kfRRxukdpaLlUmFMZ8UvU9kAALDw3NDhYqrwprvih6Hsnscx2lwsefC6fj1LQdh1P0eNU/BqdQ2d9FBSTz/AC2kqLAJ3edwCb+nY/V5X9PQ/cV/T0P3Ff09D9xX9PQ/cV/T0P3Ff09D9xX9PQ/cV/T0P3lP/Trf7XqHBp4JdXQhOa5psQn+XIuJQUu6bb1Rtfov7E3cKXdReuXD+G+Uo6XVLC6aQNChhbC3S36GoN5CpiQwkLjSd1xZO6pp3OdpcpKhjDZCsb2TJGvFwva40axnoFFO2TZTCMvPVRlrYwRsjWM9Am1bDv0UkojFyo6lrzpCdVMabWXHaGB5Rq4xsn1N2XYhPJfdUptIPCJVfVGeTpsFQNeKduvlxCXTHpHr9FWRcOU/nlDHHYIQSnZp/wBIwSjdpRBG/gRROleGN3KpKNlM389/HrKJtS3se6kjdG4tcOo5v07F0fJnLiYabMF0MUf6tVLU+0NJtZOnjYbFwTZGP8purqXEZGPLQB0Kp5+JEJH9EJWHYoyMHQlNcHbFVNfwZNAF1FJrYHd1NiDI3loF7KlrBUEttbLH4tUAf2OTKaV+wQw6U72Xu1/cL3Y/uF7sf3C92P7he7H9wjhsvoQn0kzNwiLcsEEk79EYuVRYHHF8U3xH/wATWhosPFcxrxYhVNEdJMf+kQQbFPaA1BSjrdNt6r4E62jom7hS7qLcoiy4nw2QF0+2mxVBSiCO/qfop/mFT/LKBsbqWcyCxCpWgXddblS05jbe6pDZ9kd06FzWhxVL80Kb5hUhtA0KGIymyezQ7Snm8DVS/MCl85T/APjtQF+gTI3CJwIUQu8BU/zBySV9PGbFyGK0/wCVDURTC7DdVFQynbqeve0H5QNxdTsL43NHqqXDZOJeUdBk5waLuKNbTt3eEx7Xt1NNxlXv1TW7cpNkJQTbxMSZdoflTYVU1HUCw7lQYBE3rK66iw6li8rAgxregGVgnQxv8zQVLhNJJ/bb+FP+nvWF3+1UUU9Mf3G8uHUYgj1u8x+hxOj4zOI3cc2BNtSfycpr8N1u2TKeBwF5E1gpadxY66ALj+UQ5hsehVASZwqj5zv5Kd/wR/KpfnN/lV/z3KmlfFASze6e8vcXO3UTX6gq9mmc/lYU3q52WJaJYTDfqVDSRRbDr4UtNHL5gqiifF1b1GdJSSVUgYxUdHHSs0MH+foaqjbN8Q3T2f2lcIIgHdcIIRBFoIshEAnRhxTWBqcwOXC/KawNVJBxpRfYdfoHlwaS0XKoq3jfA/o4ZVItIVP8sodCpZg8WAsqZt3pwLXWKlnMjQLKkZdxcjup/kBU3zQpvmFPZeBp7KGUxOunvL3alJGRAE1xabhE3NypRaBqpfmJ5AaSVAY+JsqUXkzxaoLbRN9d84pXRPD27rEpBJTMf3IyqakU0Id6p2I1JN9SjxWdu/VHGH+jViJc+lY/LCwRTjKZ2qQnJzg1cUoSlH42prDfLW3ugQc9QQcDlxUx+rKWnNQ3hjcqjwmCm6kXd3PhOaHCxVbgbJLug6HspYZIX6Hixywyn401zsMppgzoN/ocRp+BMbbHry4Gb0gyOyfSQON2SAKWMRu0g3UJJppG/wAKjkbHMHO2VfKySW7Oyw/54VR8138lO/4I/lQvEcgcfRVUomlLwsM+U5HdU1uC3+AsQp3PIc1UELoozqVTU6fgZut/FrKL++P/AEmML3Bo3Kw+ibSRafU7/R1kFxrb4mGsswu75kgbrU3utbe61t7ris7rix91xo/uC40X3D/a48X3D/a9oi+4f7XtEP3D/a9ph+8f7XtMP3he1QfeP9quELjxoXjUFS4jHIz9w2KqHsks5huiA4WK9ni7L2eLsmMazo0J8TH7heyxprQ0WC9ni7J0bXDSUYWtBLB1XAlJ2UbNDA0o00Z9EynjYbgZGljKbTRt62T2NeLFNhYw3ATmhwsVHShjtV1Rt3OeKG9Qf4CoI2yThrtlXwMMDjbbKf8A4Ef85Ys7yBUtOaiTQDZVlIaZwF7g5Ts10H+BlRs0QMH4R2KOUhu5AXXDcj0YgpT6Zs8wUjuts43XFijuosofmD+fFrKKKrZpfv6FVdHJSSaHrCodEAPfrlVgdD9Di0WuHX25f09JeJzOxvm7Dp0MPnPoqekEURY7rfdPw6YH4eoXu6ayo6OWKUOdspaCZ0hcBuVFTH2bhPT6Cdp2umUE7jtZU8Ahj0KWgma46RcKnpJ2yAuHQLEmSF4IHRQSPggs7c7fQUGHtE5n9B9LPHw3keHRC0AzqqRtSAHG1l7nj+4r3RF9xTqJoqhBfoV7oh7lVeHRwRF7SVT4ZFJE15JuVWYdFDCXtvcKmw2GWJryTcr3TB3Kio431ToTsF7qp/yvdVP+V7qp17qp+yipInVjoiOgXscccZEY+mhZoYBni8dpA/uqeYwyCTsqvEmSxFjBvlWx8Kjjae+WLN6McqKoFPLrOyr6ttS8FuwyiaHU7WnsF7HGX6Gyi6a3SAEdijk/zFRkA5S+VBS7qJSeZM3Cf5lEN1J5lFunj4lFtlCLyD+fGrKRlVGWP/wmRcJoZ2yrPKENspJ2xmxQNxcJ08bTpJQIIuPDqWa4XN/HLgk/CqdJ2d0+hnk4jyfBMoTTcX5qZmiIZudpBJXvKH8p87WR8Q7JuIwuIAvyVEwgZrUeJNe4N07qevEL9FlS1InBIFrcj66BhtdQVDJxdmdezoHeHSfIbnV1baZlzun4lUsGpzLBCurCLiNQySSVzXSCxUkjI26nmwVbXwzQljN1T4lBHE1h3AVZXwzQljdyqL/jt/hMkY/ym6FQyCte92y960/5QnYYuKT0RxcX+BhIXvY/YVQy8Wtc+1rjKoi0Ov6H6SmYHydfTkqIGzxljlLhs7NhcIUVQdmFUeGFrg+X/SxGCSeMNZ3Xuyp7KpphPDoO6dh1S020oYXUab/+L3ZU9lLG/wBk0DeyaxxdpA6qIEMAdvlM3TIRlI31zPkQUo9UDbJm4UjfVAkbLdRtsE6Q3TDcZUovKMgQRcJz2s8xW/IHtOx55mXF8qvyKI3YDlURB41eoVKbxhOo7m91aSnP4UUrZB05JL6DZUkhLtJync57uGxQF0T9DvXJ3lKO/IxxadQ3VFVCpgDx/nx6l+iInle/SuKU42F1xSmnUEWkJg0t6ripklzbNoubICwAzm+W7+Mp543U2gHr0UPzG/yFiFQ4O4bSg9w6goVk4Fg5Pe59Fdxubqm+a3+QsQ+eVhrgyN7j6KWslkO9kJpBs4qhq3SnQ/dTN0SEflYW2zC7851QvEfDoHXgH4zxE6amNztlicsboLA9VTAiBgPYJ/8A+otWLscYgRsCqqSmdABEBf8A9UFJEIm6mC9uyr4ImU7i1oB6Ki/47f4VZBJSvMkXQFUNHCYg8/ESvZYPsH+lio0RNaNrqGNjGAMHTKkFq9/+cpIxI2xT2Fhsfop5mwsL3LCK1z6+7/7hbx9Ive2dezTNfvnoatA7Ky0jLQ3srBaRloag1oyMYcboAAWGVAzqXKvqBEzSNyqCDQzWTuq6oE0gaNgoq2CJuloK95w9iopOIwO75RM4tWe1ynkhpshUVv2/+I1VY0XLf/FT1s8soaduRw0usp26oyAoqnQ3SQvbR2Tqy4tZQ1Ajbay9t/CNYCLFqD9Lrt6KGp1nSRyH9iVPrCfKE1ko/cCfOXkEjqMnnSwlHlwqvNLLZ3lO6aQ4XHjVx+ADll9MnEaco/KtR7pnVuUQ+LNnmHJN8t38ZOp5Ws1kdFD8xv8AIVf88qmZEaUkjvl//B/yqb5rf5CxD55VP/xpFEAXgHusSjY2MED1VB88KviImJA3VAzTAM6n5R8PDJ26jFfrvnPBHO3S8KLC4GO1b/zk+J5r2vt0RAcLFNoKdrtQb1yr2OfTuDRc9FSNLIGtO9k9jXtLXbJmugn0bsOVVAJ4yxUc80LxTyj+DlBC9ta95HTOaISD8pkjJPIb/QTTsgbqeVV1j6l1zt6BU0phma/sU0hwDh9DilZDxWwjzfRRNMMNwOu6lEkoMzlolfStEZVLBFGNHQu9VG5zqox+n8BVNLx3jQR0TQGgAKp9q1kx+VUzKgkviVNPO6fQ87ZSyPq5eC3oAoYWQt0t5Jx8WTqaNxvZeyxr2WJeyxr2WNeyxr2WNMgYw3GewuU61RLYbBMp42dbZGJhNyMq+Th07jz4Xixg/al8v/0mPa8amnp4tfsOWX05GeTKLypwsVDmN003AOcwvG7+FwpPtKqGk0gAHXoooniRvQ7rEadziJGhNZIfhaFwZB/aVod7Fa3W6p4niVpIO6r43unJAVBETG9rxupqaSF1iEXSSdD1WH0rmHiPVbUSiYtBsAqR7pIQ52+dWbRHwqivDPhj6lUdW6CpbMf8pj2vaHN2PiEA52HLi1YKWmJG56BQ1EkLtTCqbFo39JOhTXteLtPi1WKsjJbH1KmnfM7U83zwibjUbD26fQYri7KUcOPq/wD+kZHOfrJ6qnmEsYd9BSxcR/4GWIgNgAHdCcQUrT62VDAAONLuVAQ6tNvyp4pKSTiM2UMhkYHEWVY/RC4rD2aYL91TSaZHy9roYoPtUFTwpjJbde9OzUDcZ1Hpm++k23VMJA46tuZ1SGGzgjWN9AnSyTGyhiEbeXGZ9oh4FFiU1IenUdlS4tT1HrY9j4le4ANHfll9MnAacmeTKLZP0X6qO1unJSP1RD8ePYZPhjk6uF0AALDPHKx0TmxsKixJp6PFkyZknlN+erqXveWg9M8AxG49mkP8fRucGAudssVrzWT3HlG2bJXxm7DZMxSpb63XvifsF74n7Be+J+wXvifsF74n7BUk5nhDzvy4jU8CKw3O3L+mprtfF/nxnvbG3U82CxHH946b/aJLjc5UdQYX2OxQIPjNaXHSFBEIm2yqeFP+yXWKaYY28FxHRVskQZw3+qpqNkJ1g3TauKV5jyxCOSRgDAo65rYSwixAWGxDhEu9UI2DYKjANU4fyjEw7jkqD1HhOY13RwXssfZMjazyjllkbEwvdsFPKZpC8+vhQ11RB5HlMx+pb5gCv6if9gX9RP8AsX9RP+xf1E/7F/UT/sWHYoyr+E9HcmNS8MxH8oG45Hs1LhFOFxZcIprSG2XCKY3SE9pBUQIHJRy6H6T6/SSPEbS52wVXUGomdIfXJj3MOpu6papswsd+Vx0tJRNyTm1xabhYTi7alvDk6P8A/v6EuDRcrGMX454MPl79/DwZ943M7chIAuVW1JqJS709OXA5+FWNHfpm94Y0uOwVP+o4ybTNt+QoKyCf5bgeearggF5HAKq/UcbekDbnuVVV09Ubyu5aKr0fA/bxQCTYKmp+GLnfJ7wxpcVRjj1BkP8AKm/5o/wqun47LDdOcaOAXN7KoibOzjxKkdKY/wB0dU97WDU5S/8A5k1owqIzskMRHQZUX/Ld/nlkxICsdG7y7fQdALlYlW8Z2hnlH0THuY4OabELDMSbVt0u6PGf6iPyx/KoZ+JHY7j6Cpn4Mer1WFV4qo9LvMPo8axAO/YjP88jXFpuFSVglGl2/JWP0wnlaS03Cw7H9No6n/aimjlbqjNx4+MYnNNK6EGzQbeJhEmmfT3HJi1Vobwm7nfmheY5A8bjqo3iRgcNjljtRwaQgbu6ZAkbKLE6uLyvKZ+oatu9ih+pZ/sC/qWf7An/AKiqztYKXFKuXzPKJJ6k+BS1pj+F+yaQ4XHhSSsiF3FUle41bPQXtm5rXizlDAyG+gbqqoTM/W02K9iqfv8A/Svd0r/O5RRiJgYPTKrpJpJBY3H/ANKnp2wNsMq2nle4Oi/yqKjdC7W/fkrKgU0LpCnOLnFxVBiWi0cu3dAhwuPFc4NGp2yr8S4v7cW30kcjonB7DYhYbiLatlj0cMv1Cf3GBQTGF+oKOQSN1N8Zzg0XKqpzM/8AChmfC8PYbEKgxOOrbbZ3b6HFMXDQYoN/UoknqeUEjqFSVmv4H754k+zQ3ngqZYDqjcQVB+o52dJGhyZ+pKc+ZpC/qCj/ACv6go/yv6go/wAr+oKP8r+oKP8AK/qCj/K/qCj/ACv6go/yqaqjqo+JGembjZpJUri+Rzj6+JSycOZrvznNK2Jhe7YKaV0ry92558En4tG38dMv1HUa5xF9o+ipDeFvgPlZH1cbKbEhtGE+R0hu4qNxa4O7KN4ewOHr9DjNfx5OGzyjOkbogaPx4Zc1ouSp8Uhi6N6lVNZLUH4j07fTRSvieHsNiFh2IMq2dnDcLH/+Q3+MqapdCfwopWSi7T4j3tjbqcVVVZmNhtm1xadTd1RY6W/BOL/lQ1MM4vG6/i1OI09N53dewVdjEtT8LPhb4ANlSVv9kn+8sRfeW3b6LCcQNHL18p3TXBw1N2yxCTh0sjvwfGp38SFru4yxaq1u4Tdhv4H6an6vi/ynODWklVUxnmdJ3P0VAbwDMkAXKlxGzrMHRe83/ajiMp2AT6yZ+5RJPU8mEy8SkYe3T6DF8V0gwQn+TmwanAJosAM66vbTiw6uXvao/C97VH4Xvao/C97VH4Xvao/C97VH4TsSqXf3J8r5Orzf6mGZ8Lw9hsQq+s9rkEm3TOOR0Zu0qHERtIEyaN/lPhYm74Wt5muc03aVFi9XH/ddNx+oG7Qv6hm+0L+oZvtCi/ULtX7jeip6mKobrjNxyz47PrIjAspcRqpvO8+JSVun4JNlUP1yud9HgOJ2Ps0p/jLHpNFER3IHjYTJqgt2KrKkU8Rd6+iJJNz4GDzcGsYe/RY1UcCkd3PT6PDT+2R+c6yr1nQzbwf09LeJzOxv4z3tY27jYLEca1gxwbd+ShZrqGj8511eIBoZ5k97nm7t/wDqBNI3Yle0y/cV7TL9xXtMv3Fe0S/cVDiDm9H9VFPHKLtOeJOvIB+PEhnkgdrjNiqHG2S/BN0PdAgi4yxGbg0z3fj/AKIEg3CwfEhVxaHn4wv1NJZjGdzfxsGks5zP8rEarjy2Gw28Fji1wcFjlYJ+G1u1r/R4YfMMqyrv+2z/AD4WAS6akt7jNxDQSVBilLObB1j+fAc9rBdxsFVY5BF0j+Iqqr56o/Genblwll6i/YZV+ICEaGeZOcXG5/69ri03ChxBzej+qinZKLtKrHapneNRYpNSm27eyo8Qhqh8B69l+oZ7MbF/0dNUPppRIzcLGK5tY9jmdvEEbzsEWkbhRyOjN2+GSSgCegUdDM/0svd3dy93D7k7D3ehUlPJHuPFw02kI/Cray37bP8APh0EnCqWO/OeOV2hvAZud8oa2oh8jyosfqG+cApv6iZ/cxf1BT/aUf1BB6NKf+ovsYpccqn7WClnlmN3uJ58FZ5nKvxERftx7okk3P8A0AaTsEKeU7NKFJP9q9in+1exzdl7JN2RppR/ajDINwVYjwo45D1anQSnqVocDayZSk7leyflSQOZ4bXFh1NPVT1MlQ4OkNzso6eWXyNJXu2r+woYfVE20FHDasf2FPjfGbOFvDDS7oAm0c7tmlDDKk/2r3VU9kcMqR/an0szPM0/TxQvmdpYLlRYL97l7mh7lQ0kMIs0KwRY1wsQpcLgkN9v4TsGi9HFVOFywjUOo5ooXymzQmYb95Xu6H8o4bGdiVDTMhHTfJ3JNSMk6joVJE6I2d4bJHMN2+IDY3VPJxYmv7gKrqW00JkcppXTPL37n6CGsMEBYzc+qJJNz9fBQF41P6BMpIWbBAAbDkdyFrTuE+jif6WU9K6HruOVkbnbBCld6oUhvugLc0sDg74R0RY5u48ENJ2WE4S1zRNOP4Ca0NFgOSWGOVul7bhYphhpXh0Yu0q3PTYZLMLnoFDhcEe4v/KZGxgs0W5paSGXzNVThDm9Yjf8JzS02P0YFzZUVMKeMD19fBxSlET9bdjyUtMZj+ExjWNs3mdyzQtlbYqRhjdpPO2J7tghSvRpXp0bm7hNp5CjTyD0RFvCwaXXSN/Cxiu9ol0N8rfoWU8snlCZhsh3Nk7DiNnJ9HK30ui0t6H6uK2sX53c1R8p3JBBf4nIeEQCpqf1ZzU1LJUv0RhUmBwRC8vxFMhjjFmtt4EtLDL52gqswFvng37J7HMcWuFiOTC6QTP1u2Hh19C2dupvmRBBseQRPOwQpnndCk7lCmYEImDYLSOyMLD6I0zCjSdijTPCMbxuMwCegVHhkgc2STp+PCrKb2mLQqmjkpj8e3fJjC9waPVRRiJgaOd3NXxXbrHpytaXGwUdO1vU9eeaIPb+fCpq809O+Ju5+ggoXydT0CipIothmd8nMa8WcFLQA9WJ8bozZw+pabEFNNwOZ3NVm0JzjbqcAh4tSzS649eRjS46RuqCjZSQho39c6rE4abpuewUuM1Mhszoh7wl+5RwVwHW64lXFuSFFisjekguoKmOcXYc8aoRJHxmjqN+Sgi4UDR36+Ji1PoeJB65QQ6zc7IMa3YeI6NrtwpouGVhUQknufTxKyISwublhzLy37eA7mkbrYWoixtyU8eht/U+CaVndPpnN268zWOcbBCled06meNkQRvzNaXGwQpXndGleNkWlvQ8tJRho1v35TvySRNkFnKeEwusfqad2qJp/HM7mrzaMD85RU1+rk2Nrdh400RktZPjczfPB4hJVt/HXPFMTLSYYj/JVDhL5/3Jeg/9KhpYYBZjeSeihm3HVT00tG8OB/yqKsE7bHcZPaHNLT6qVmh5b2yYNTgE0WAAyc9rd17Sxe1N7L2odlG/WL82Js10x/HXKnFox41UPhBWC+d3iP8AKUd1hg6OPgO56humUjNgu4DxJ4Q8XG/JDCX9TsmtDRYZUmHum+J/QKpoaYwFjgB+V7I4HdeyfleyfleyflR0WqQBxsEKKndEGNCqqJ8H5HfJ7GvFipYjGc6CHiSXOw5jvy1MXEjPf6mgdqhH45nc2IO6gKFup4H0L2B7bFEWNkASQAsOoGUsQ6fEdzliNV7NASNz0Cwmi48nFfsP/TzvY2Rpa7ZSNfRT9PT/AOlG8SMDh65Y1QNLOOwdRvlSC87B+RnMbvPJT+Tmqxenf/Bypz+2PGqj8Cwd9pyO48C4Wod1rb3yqHaIXO/Byw35R/nwHc9cLS3yiiMh6JkDGeLUx6Xah65Rt1usmgNFhlQUGr9yTb0CqqxlM389lNO+Y3eeanqpID027KGeOpZ0/wBKtoTCdbPLk9ge2xRFjY5Ycy0RPc53C1BagrE9VoK0FWtnK3TIR9Rhjujm8zuatdeX+FE7S8H6KXzlYc0OqmA988XpJ59JjFwFRQezwNZ6+vgYjSumaCwdQqGN8UIa/fKpaHQuafUHKh/5DP5zebuPJTeTmq/kP/g5Uh+Ejxqs7BUUnDna7ncbC+YyxWTRTkd8sN+Uf58B2Wkoi3JiA+IHKJmlgHjVAvGcqQdScsPouKeI/ZVdU2mZ+TsnvdI7U7fwIZnwv1NUEzKmO/8AsKtpDA642OVSLSZUQtAMibcjNs3j1zqxaY/UYc60tu45nZNF08dc5napCU1pcbBMBDQD4IF1w3dkWkb8sj9Lbom5WFwSS1LdHp18Fzg0XK9ubqtbomuDhcck7C+JzG7kKWN0Tyx24VD/AMhn85OlY3oSnbnkpT8J5qnrA/8Ag5Uh6keNUm78qSXiwtdzTOsLcg2WMTapQztlhvyj/PgOTN8iL8mI7NyYbtBzY25XCC4YRi7IiyZE56FO31XAYjTtze3W0hSROjPVUh6kKkpjO+3p6qWVlNFf0ClldK8vd4VNUOgfqCIjqYvwVPC6F5Y5VJu/Kj+S3Jx5GbchFjlW/OP1FK7TM08zkBfIi4ye7SwlEqmZZt+/ggX2UcenORul3LURAjUFgEQbAX+pPgSzNjHVTTulP4yonXZblx+IMnD+4VGbTs/kKeUtGkcj3kGwypTuOVzwDYpzvgcPwcqc2k5gL7JkAI6r2Zq9mavZmqZgYbDOU3ecsGn3iKJso5tbiBspZeGOiBuLomyc7UbqZ7g6wQ2yc4MaXHYKaQyyF59csN+Uf58ByYOmb988Q8oygaWssc4/NyOZqQFhYZv8p5JGa22THFjrhULI44AWnfrdVtSZ5PwNvEw6q4buG7YrFmMEBkO4RNzc5UfyWo5FRl1+uTNk++k2VOXG98pMqz5x+oabEFNNwDykXKAtmVVnTCcqc3jHLEwOvdGDsVwD3QgHqUGgbck2/KRcLAZAacs9QeZ9RFHuVLiJPSMIOc7q7Okk0vsfXlx+UOmazsFAbStP5CnN3nkIBypWuvcDpyvN3XRFwQj0JTTY3QN+RrCU1obsmZb5Tn48nu0tJzoWP4ge30T5nPUchYbhPeXm5TKkBtiE6Zzz+MrZ1XElhLGlOaWmxywzyEcl+S1ypSWt+FRElt3ZO3zxDyhRC7wORnmyLgN8mb5OeGi5QIcLhSeQ8r/MVRVErWOYD0OYhJF1wD3XAPdcA90Kcn1Xsx7r2Y917Me6fAWtvfOunlleA83tnRn9hqueVm3Ja6czsqv5x+pp3XiafxyEgJhuibdVHLry0KvNowPzlSX69uWDfKUuuLIbIo7dFEXdb5S+bllfobdYdWmjm1eh3UMzJmB7DcHOS+g23TppHblFrtV8o9k8EtNlA1zQbqFuqQDkra2OkZd2/oFNK6aQvfuU02cCp27O781LFohA7ouAcWlagtQ7p0gt0ylOmNzuwzp3XZmyK/Up7CR0TRYWTFK0ubYKFhY2xylN3nKqdZtu+dM0NiHLSUolBcU9pYS08uIsDZbj1yww+YZlwCJvlqK1lN6jk0Ii2WIeUKn+YM2tumxgZOZc5M3ykj1hMbpbZOAcLFPp/tze8Mbcom5VJ65x+UcjeSoPwZ1Xnzo/kDlhiMrw1T0rWMuzmqvnO+ppDeEIGy1lFxyj2yawN2zxP+3Kk8p5IowBc8p5ZGdLjNx0tupJDIbnKkrZaR14z/hUGJRVgsOjuyqJuDHqT5XvNyeRsT2sDiOh5Ip3Rn8Jrg4XCr8ZZATHF1cpZpJn63m5zhAkgbfsE6mcNk+Ms3zgZrkDcq1tn375gXNkInLEXCGnI9TnSO6luTAQ4X5GcjgSb5VLrvtnRzB7NPqOQBQxiNgaFWssQ7kJA6lVcwmlJG2WGH4yPxk42HM1rmjqOUi+WIbNUbtLgc4x05Y2lx6DmnbZye7Q0uUkjpDc5Unrk2JxTG6RbJpffrk3IGQu/GUsZeLBPiczfKq8+dB1hVjmBdUkjIbl26dWwkWN1rbncBOf2VR8138/Uws0RNHK1jg25HQ8uJNuwHtlBJod12QzG3JGwyO0hGjj0W9e6e0sdpPI7bN/lPJhdSKepa47bFYj1jBHJBHxJA1SRh0enlMogp9b/QKR5keXH15MPdqpm5VXpmx5Y4OCZiLzuFLMZTc5x+YZY0fJnCbPCYzSOUU7mx6zyzRgi/qnm7ic2uLTcKGskLg08jKqbbUnyOf5jnVzGGPUFLVyy9CemeHm02T9uWni4sgaqiIPj6enPiO7RlTy6229coz05aGLRHqO5VVFof02PLObuVQbRnOk9VE3U7mbykXT26XEKq8+eG/KP85HdDM75MPpk7fKb5jv5P1ELNcgarC1loGcMZkeGqWIOj0jMmwWsqdmuMjNk72KGbib5RSAixVwM4ZjE7UAjiB+1TSmV2o53Uj+lhnPMLaW8uFsMlC0Sdbp+HSA/CeiqKYwAXO+QJBuEyaQjqTmylL2BwKioze71+odQDO3LhDr09uxyqh0HIzfki82WMu/caPxnD8xt+/LGA54BTg0tt6I8jtkd+SM2eDyM35MTP7YH55KQ2mbmWlBpzpZxA7UQvb2kdAjkTZagnOyxDzgfjJri03CimD/AOUx2laxyRVsjQGqWZ0u+ZeG7p84GyJuqmTUbDOkPxFQmzuWJmt4ajTx2sAiLHlmN3lVJvIc8M8h/nJ26bvldEdcmb5O3ykN3n6jDmapb9szlHIY3am7ptbK4Zv2zlZokLc2uLTcKOq+5Nka7YoHkOZWqydUMapKhzj06IvcdzytFzZU0XChazsMsQbeK/bOPbOIaWAZY3FrpSexvy4K/o5mVT5ORm/JDvlir9VQfxm29+ijfqC2QN+ubM3ODd8qqS0ZA35RuhtmzfkxPZo5InaXg8p3zZtm/krTeXMJlS5u/VNqGFMILQRmzfkrJmsIBTqvsE+Z79zyU5tIEDZNmB3QeD0GdO8MkDivaYu6eQXEjMyNBsSpJxazcpTd5OeGbOGTk3fLSFqt0RN0zfI7oo7n6jDWWYXd8zvnHtm/bOvZaS/fmbI4bFRm7AeaY2jJ/CJJ38DDYuLVMb+c6luqJwzj2yjGpwGdRHxYXM7hEWNuTDJxFP8AEbAoEEXCn8nIzfkg3Kc4NBJU0nEkc/vnTC78rkqLy5szqT0AWojKcWeeWI3YDmzfkxM/E0csTtUYPI7fNm2b9+SpN5Xc1IbwjNm/JiR/dH8cwNjdRvD23GUPm5G8khu85TSaG8lNUmC/S903EozuCEydkvVhTd8zvkzfJ9bE090/EOw+ppmaImjN2+ce2b869l2A9uemN4m/xzVZtC7wcAj1Tl/YZkXFk9ulxGUe2VI28o5K+Ph1L2/nlweQOhLexUw+A8jN+SH1WLT6IxGPXkpTZ+cJ6ZszqT1AznN5DywG8Tc2b8mJH90fxy0LtUI/HI/Nm2Z35Hm7ieahP7WbN+SvN5zzxyuYeiZM16j8w5G8jj1upJ2s26p7y83PNhx8wTd8zvkzdONmko/Ut3F0Ns3b5x7Zvzq7cE89EbwjmrjaE+D+nW9HnkrG6ZjlHtlQt6k8mNttVnlw+o4Ewvseie9paevIzfkic0DqVXzcWc9h05I3aXA5w+ubM6g/Hk42F0Tc3zpqd9TII2blQYXTRRhhaD+ShSwgWDQvZ4vtC9ni+0L2eIf2hcGPsFwY+wXBj7BV2GRVLOgs70KkjdG8sduOTDH7s5H5s25pnaYyeeg8h/nNm/JWG87vBieWvHXkbnIdLCUXE7+Bh/nIyBvkd8mCymNo3H8H6ujq2vbodvk97WC5T5nOPRa3d1qKYTbPUQmuuFcBVlSH/A3bnw83i/zzYif2wPz4P6deLPZlJiETHFq96R9iqmpbM/UAtaE4Z0shUjsqXEIo22ddQ1cM3Rh65408Oqz+OaGnYWh61LUVqKMpb1C9oevaXr2l6mYJXanJwsbcsD9TMovNmzOY3ecql9m275gEmwWFUApYru8x3UzyxmoeiilbILjwMfptEglHrvyUPzxlSRNkcdXouBF9q4EX2hezxfaF7PF9oQgj+0Lgx9lwY+y9ni+0J1NERsnDSSFXO0xW78+H7OGbN+SoN5XH8+CEw3aDm3OqNoXfx4DWlxDQqWmlik+IdMr2QctN+qDAMqi5icBupKd8QBd9XG6R5sCbIZUlMyoIGykweQeRwKNDPHu1FpbuM6sltrFGR7tzzBRxtaNk3pstTu61O7rUe61HutR7o/FupYWuZ0HgUdW+ll4jFBjlNIPj+EpxDiSDccj9843mNwc3cIYlTBgL3AKqx6JotCLlPeZHFztzzNJAWorUVcqEknleLOI5ad+h385M6G61hawhO1q9qb2XtTeyc7UScpX63XzwOj4svFds3/7yqzaBxTKiRhu0qHE2npILJk8cnldzY5HqpCex5KE2nCiidK6wUULYm2HhSecrEH3cG82FYUyqjMshUWEU8V9N0+CkjOlx6oUEJFwhQRDuvY41LDTw+c2UdPBKNTDcJ2BUziT1VdTeyzmK97c9LhfEYHyG10cIj9HFNp9LQLrglcJybG5cJy4JU1JxWFl90MGi9XFVuGmButhuOUC5sqOEiYF3pnpC0oO0iy1lEk5VbNcRCfE9gufqqbY54Uf3wM3Ma4WITmNuUY+yqJQ+w54W6njIGyvyWzmbpeR4NPMWC3omzsKD2nY5P35KpvUO8SFtmX78s4s88rGF5sFG0gAHkfySML22Cc0tNjnhkAgpWt9d0K8SVogZsAbquI4WnuuEFwmrhhBz2D4XH/aFXOP7kK6buhXy/he8JewVfir3tdAWix5KNj3ztDN7qGJsTbDw5PMVUP1yE8tDQSVj7N29SqWmZTRiNm2UlJFI7U4dU1oaLDOamjntrGyihZC3SwdMsb/5juekq45WWG4VweRvIXALEayIRmLcnli84yD3DYoVDxum1I9QhMw+qc4XXECMp9EXk5Vfk+qjkLNlT6pdTu2VDKIpg87L3nD2KOKQDuvesH5TGGRxsnsLDYqpbplI56Ybnlby1g+IHwWiwzBIURJHXkqRdnO3fkAJVtLQOWqHxctOwBl+6ibdy4TVwmrhNTomrhNXCauE1OFjZVTBp1ZN3WIYu2NnCg37rD5+DVNeVX1OuTS3YLiOXEcuI5OkdZcVy4rlxXLiuVWSX3PJgNHoj47tzt4ZIAuVWy6GuI9eWkpX1UojaooG0kGiIbf+qiExu+U7p72sF3FRysk8puqmKeQgxusoWvbGA83Kq4KiRwMTrBQte1gDzcr2mLVp1C+WN/8AMdz4Z5nK61Fa3LiFGdwRqHozPPqi9x3KBBVeP3R/HLD5xzN25ar5f1eGt/bJ/KlhLTcbKgpw+Wzx0Xu6DsjhtP2Xuyn7JjzG42UkhebqvFpL/jnpx8HIdkzlrB8IPgNFzywbckgu0jnbvkx5YbhRvY9aQn7ctV6ctNJcaCqcbnkcjRyhmvOUdbqpkudI5AmRN0hcNq4bVw2p0TbLhNXCauE1cJqr2BtiM4YzK9rB6qKMRsDBsFJKyJpe82ATXahcKofpbYLW7utbu61u7prz3Wp3dand1qd3VU42HVVc/EfYbDlwWj4EHEO7siQFNE2Zul6gpo4L6PVXyuFcI4fAZNausYka+rcWm/PhnmcnMdqQ2zLnahm8EtsFExwNysQ845YPOOSOAPbe69lHdcG3S64ScLG2dT8s/V0ItCMg97DqZuvbapGuq/Qf+L26s7f+KBoe74lOxrXdFiA8p54fIMwFZM5aoft+Azflg25XiziOZu+YNtlC8ubcp+3LVbDlpmanX7KEWZyORrnGPTbrnKOinZofbkaLla3LW5a3LW5Oe6264ju64ju64ju64ju6qySBfPBo9dY1VNXFSs1SFV+JSVbuzfQKkmb7K2QnpYKSTiHVm+oaw2UVTw3ku9VFKJRcZ4w8tiAHry0cPHnazuUAALBTVMcJaHHqTYKamlmnBJ+ELF6oum0NPRq4j+64j+6YZHeqL3g2uuI/uuI/unPeQevgYZ5nZE2F02Qk2ycBfIzG+eI7t5YPPyQfLGR3yfvnUfLP1dJ8luVKQJQSuLH3C4kfdGSPugCXHSnAg9ViHlB54vIMwbK6ZkM6j5Z8CPlg25ZxaQ8zN8wmgMbZcYPOkctV5RyxSFh6JnlHI5GODgX/ABnMbRkhPeXm55IReRo/K4bVw2rhtXDanRttsuG3suG3suG3suG3sq1gEdx3zpap9K/Wze1lLM+V2qQ3ORrZTTin9Ao/IM6kDSnxuaQXDomgAWGeM/Lb/PLgTL1V+wVdi0VMNLerkaySSobNIbkEKurW08VxudkSXEk5sfp6Im5v4eGeZy1AZBgHXJ2XDbe+QIOyxDyjlp/PyQfLGR3yfvnP8s/V0vyW/wAZNiMp0Be65PuCdhMh/uC90yfcFC8RnqppA89FiHkH888fkHKzlm+WfAj25YNuWpHx8zN84yA65UkpeoPNy1Xk5YhqeB+eV3I4XaQjyQfMC1u7rW7utbu61u7pz3W3Wt3da3d1rd3Wt3dVLiY+YKPyDOwKABHXkxn5bf55Y5nxX0G18+O+Z13m9hbkitZOtq6eHhnmcnMdqQ6DM6tYzeLiwUTHA3KxD5Y/nlp/PyQfLGR3yfvnN8s/V09ZEyIAnqvboO6p8Rp2SAly980X3L3zRfcvfNH9yNZCTuvbIe6rJ2SNAaedkzA0C64zO64zO64zO64zO6bURj1XtMfde0x917TH3XtMfdSTsLCAfAY4ALWFrC1hawopmNHUrjx91x4+648fdcePup3tebt5mmy1BagtQWoKKRrXXK48fdcePuuPH3XHj7qeVr22HLA4NlBdsvboO69ug7r26DuvboO6dWwn1XtkPde2Q917ZD3XtkPdPsXG3JAQJW37rVF3C1RdwtUXcLVF3CJituF+13C/a7hftdwv2u4VYY+F052YjThoBcveVN9y95U33L3lTfchidN9y95033L3nTfcvedN9yxOrina0Rm/gRkA9VxGriNXEahI1cRq4jVxGriN8ChmZE4l5Xt0Hde3Qd17dB3Xt0HdGtg7r2yHuvbIe69sh7r2yHuqueOSOzT15YXhpuVxmd1xmd1xmd1FWQtYASvboO6NZDfde2Q906piJ3XtMfde0x91JPGWkA//AOMJ/9k=" width="1280" /> --- # Let's get started Go ahead and open R Studio on your computer now. --- class: center, middle, inverse, title-slide # Live Demo: Hello, World! <!-- Live demo time! Talk about different panes of R Studio print("Hello, World!")> </!--> --- class: middle, center  --- # What was that? * We just used our first _function_: `print` * _Functions_ take _arguments_ as inputs and then return an _output_. * So we provided "Hello World!" as an argument, and `print` gave it right back to us as an output! * `print` is going to do the exact same thing with any input we give it -- try calling `print()` with your name as an argument instead! --- # Other Functions * Of course, R can do a lot more than just print out things you provide it. * A lot of the functions built into R are dedicated to working with data. * R also comes with a few base datasets included, * We'll start using one of those, named `iris`. * Let's explore the dataset! --- class: split-40 count: false .column[.content[ ```r # See the first few rows of the dataset *head(iris) ``` ]] .column[.content[ ``` Sepal.Length Sepal.Width Petal.Length Petal.Width Species 1 5.1 3.5 1.4 0.2 setosa 2 4.9 3.0 1.4 0.2 setosa 3 4.7 3.2 1.3 0.2 setosa 4 4.6 3.1 1.5 0.2 setosa 5 5.0 3.6 1.4 0.2 setosa 6 5.4 3.9 1.7 0.4 setosa ``` ]] --- class: split-40 count: false .column[.content[ ```r # See the first few rows of the dataset head(iris) # See the "structure" of the dataset *str(iris) ``` ]] .column[.content[ ``` Sepal.Length Sepal.Width Petal.Length Petal.Width Species 1 5.1 3.5 1.4 0.2 setosa 2 4.9 3.0 1.4 0.2 setosa 3 4.7 3.2 1.3 0.2 setosa 4 4.6 3.1 1.5 0.2 setosa 5 5.0 3.6 1.4 0.2 setosa 6 5.4 3.9 1.7 0.4 setosa ``` ``` 'data.frame': 150 obs. of 5 variables: $ Sepal.Length: num 5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ... $ Sepal.Width : num 3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ... $ Petal.Length: num 1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ... $ Petal.Width : num 0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ... $ Species : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ... ``` ]] --- class: split-40 count: false .column[.content[ ```r # See the first few rows of the dataset head(iris) # See the "structure" of the dataset str(iris) # Get a basic summary of # each of the variables *summary(iris) ``` ]] .column[.content[ ``` Sepal.Length Sepal.Width Petal.Length Petal.Width Species 1 5.1 3.5 1.4 0.2 setosa 2 4.9 3.0 1.4 0.2 setosa 3 4.7 3.2 1.3 0.2 setosa 4 4.6 3.1 1.5 0.2 setosa 5 5.0 3.6 1.4 0.2 setosa 6 5.4 3.9 1.7 0.4 setosa ``` ``` 'data.frame': 150 obs. of 5 variables: $ Sepal.Length: num 5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ... $ Sepal.Width : num 3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ... $ Petal.Length: num 1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ... $ Petal.Width : num 0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ... $ Species : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ... ``` ``` Sepal.Length Sepal.Width Petal.Length Petal.Width Min. :4.300 Min. :2.000 Min. :1.000 Min. :0.100 1st Qu.:5.100 1st Qu.:2.800 1st Qu.:1.600 1st Qu.:0.300 Median :5.800 Median :3.000 Median :4.350 Median :1.300 Mean :5.843 Mean :3.057 Mean :3.758 Mean :1.199 3rd Qu.:6.400 3rd Qu.:3.300 3rd Qu.:5.100 3rd Qu.:1.800 Max. :7.900 Max. :4.400 Max. :6.900 Max. :2.500 Species setosa :50 versicolor:50 virginica :50 ``` ]] --- We can get a lot more insight by plotting our data: ```r plot(iris) ``` -- <img src="data:image/png;base64,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" width="720" /> --- We can also plot individual variables by specifying the x and y axes: ```r plot(x = iris$Sepal.Length, y = iris$Sepal.Width) ``` -- <img src="data:image/png;base64,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" width="720" /> --- class: center, middle  --- We can install packages using the `install.packages()` function, and load them to use in our code with the `library()` function. <br> You already installed `ggplot2` as part of your homework when installing the `tidyverse` package; let's load it with `library()` now: ```r library(ggplot2) ``` <br> And now we can make our first plot with `ggplot2`: ```r # note: plus sign goes at the end of the line! ggplot(data = iris) + aes(x = Sepal.Length, y = Sepal.Width) + geom_point() ``` --- ```r # note: plus sign goes at the end of the line! ggplot(data = iris) + aes(x = Sepal.Length, y = Sepal.Width) + geom_point() ``` <img src="data:image/png;base64,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" width="576" /> --- class: split-40 count: false .column[.content[ ```r *ggplot(data = iris) ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris) + * aes(x = Sepal.Length, * y = Sepal.Width) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris) + aes(x = Sepal.Length, y = Sepal.Width) + * geom_point() ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris) + aes(x = Sepal.Length, y = Sepal.Width) + geom_point() *head(iris) ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ``` Sepal.Length Sepal.Width Petal.Length Petal.Width Species 1 5.1 3.5 1.4 0.2 setosa 2 4.9 3.0 1.4 0.2 setosa 3 4.7 3.2 1.3 0.2 setosa 4 4.6 3.1 1.5 0.2 setosa 5 5.0 3.6 1.4 0.2 setosa 6 5.4 3.9 1.7 0.4 setosa ``` ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris) + aes( x = Sepal.Length, y = Sepal.Width, ) + geom_point() ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris) + aes( x = Sepal.Length, y = Sepal.Width, * color = Species, ) + geom_point() ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris) + aes( x = Sepal.Length, y = Sepal.Width, color = Species, * size = Species, ) + geom_point() ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris) + aes( x = Sepal.Length, y = Sepal.Width, color = Species, size = Species, * shape = Species ) + geom_point() ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- # Now you try. Remember that there are other variables in the `iris` dataframe (you can see them with `head()`, `str()`, or `summary()`). <br> Try mixing and matching them with the aesthetics we have here (including x and y!). <br> What’s the difference between discrete or continuous variables? --- class: center  --- What happens if you try putting `Species` (a discrete variable) on the x axis? ```r ggplot(iris, aes(Species, Sepal.Width)) + geom_point() ``` -- <img 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" width="720" /> --- We can't fix this with aesthetics alone! Instead, we need to think about changing our _geom_: ```r ggplot(iris, aes(Species, Sepal.Width)) + geom_point() ``` <img src="data:image/png;base64,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" width="720" /> --- We can't fix this with aesthetics alone! Instead, we need to think about changing our _geom_: ```r ggplot(iris, aes(Species, Sepal.Width)) + geom_jitter() ``` <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACHAAAAXoCAMAAADo8F61AAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAACE3AAAhNwEzWJ96AAAgAElEQVR4nOzdd2AUdf7/8UkCAVEsYFfsvZx6iOWs2LAtRUEQxQo2LFhQsaFYsDfEs6PiWVDscjYsyKlYUBBQmtQQyP6ufL1iQ/NLNpvdz6TOZmfmNbOf5+MPTZnMvLPZ8mR3dsapBAAACJijHgAAABQ+ggMAAASO4AAAAIEjOAAAQOAIDgAAEDiCAwAABI7gAAAAgSM4AABA4AgOAAAQOIIDAAAEjuAAAACBIzgAAEDgCA4AABA4ggMAAASO4AAAAIELMTh+/g9U/vvLL7+oZ4Clfvzll5/UM8BSVXd8/1XPYLGfhcHxnyRU/ll1+atngKV+rKz8UT0DLFV1x/dP9QwW+w/BYSWCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHlO/B8Xoi8b75+VmJWmMJjuggOCBDcECG4JDyOziW9a4THCcm+vSt8RzBER0EB2QIDsgQHFI+B8fvlyaOdQdHr8RXjS1McOgQHJAhOCBDcEj5HBzjEzcNdgXHj4nEXIIjeggOyBAckCE4pPwNjkXH9E26gyOZSJQTHNFDcECG4IAMwSHla3CsHJKYWOkOjoWJxA8ER/QQHJAhOCBDcEj5GhxPJ66vrBMcMxLdk09fcc6FdzewJwfBoUNwQIbggAzBIeVncMzt2f8fdYNjSqL7cTXvir3ll9qvnde1xtO/Q6bq76AeAZaq5MoHFa57Ur9U1tHy4PhlcGJSZd3gmJhInDv5h18W3JFI3Ff7tdM71xjT4k0BAIBY8TE4HkvcUv0/d3Cs+GRKzSYeSHQvS3+N4AAAwDL+Bces7gNSu4e6gyPjhx6J19IfzpxS4/t/QeXfVX8H9Qyw1M+VlT+rZ4Clqu74/q2ewWL/8ys4fjqj+5eVTQRH5aDEo3W+wk6jOuw0Chl2GoVMJTuNKvm20+jExLHnpxybOO38qxpY4PTEkwRHZBAckCE4IENwSPkWHG8lDAMyX578/Oc1H/xf98Q7BEdkEByQITggQ3BI+X96evdLKiMSg35KfTAm0evvBEdkEByQITggQ3BIBRcc4y8eXvXfGd0TwxZWtcWT3RNj6i5JcOgQHJAhOCBDcEgFFxyjE/2r//d6j0Si76lV/7nrN4IjOggOyBAckCE4pAIPjsqF9515TK9Tb55af0mCQ4fggAzBARmCQ8r/4PCO4NAhOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw06FERyTL+999FnjVqjHQG4IDsgQHFIEh50KITgW9Clyqu34vnoS5ITggAzBIUVw2KkAgmP+jk5au9fVsyAXBAdkCA4pgsNOBRAcPZyMteeqh0EOCA7IEBxSBIed4h8cE4uyweFcpJ4GOSA4IENwSBEcdop/cFxg9IazlXoa5IDggAzBIUVw2Cn+wXG4GRxFZepx4B3BARmCQ4rgsFP8g+MAMzic79XjwDuCAzIEhxTBYaf4B0c/szdWV0+DHBAckCE4pAgOO8U/OB4wgyOhngY5IDggQ3BIERx2in9wlHUyduGYoJ4GOSA4IENwSBEcdop/cCRfbJ0JjjPVsyAXBAdkCA4pgsNOBRAcySdXTffGoOXqUZALggMyBIcUwWGnQgiO5LTT1nGcNoe+op4DuSE4IENwSBEcdiqI4Kgye3q5egTkiuCADMEhRXDYqVCCAzFEcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKWVw/BLepgAAgFK9B/0Qg+OnH6Hyc9Xlr54BllpZWblSPQMsVXXH97N6Bov9JAwOXlJxmT3yqN0POv/DcDbGSyqQ4SUVyFTykooS+3BExb1rONWKjl8SxtYIDsgQHJAhOKQIjoi4zqm1V1kImyM4IENwQIbgkCI4ouGvxZngcAaHsD2CAzIEB2QIDimCIxq6ZnvDKf02+O0RHJAhOCBDcEgRHJEwv7URHM69wW+Q4IAMwQEZgkOK4IiE98zecM4PfoMEB2QIDsgQHFIERyS86QqOs4LfIMEBGYIDMgSHFMERCTNdwXFT8BskOCBDcECG4JAiOKJhZ6M3ij4NfnsEB2QIDsgQHFIERzQ8bATH0SFsj+CADMEBGYJDiuCIhopjMr2xwYwQtkdwQIbggAzBIUVwRERZ/3RvbPdZGJsjOCBDcECG4JAiOCLj5e4dnLZdbgnjwOYEB4QIDsgQHFIER5QsC21LBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2CnE4Ch7sN/eB53xWkhbQ/QRHJAhOKQIDjuFFxyvb+qkdJ0VzvYQeQQHZAgOKYLDTqEFx/OlTtomFAdSCA7IEBxSBIedwgqO2Ws6GV3D2CCij+CADMEhRXDYKazgGOIYXg1ji4g8ggMyBIcUwWGnsIJjKzM4BoWxRUQewQEZgkOK4LBTSMFRXmIGB6+poBrBARmCQ4rgsFNIwbHU7A1nnxC2iOgjOCBDcEgRHHYK6yWVdczg6BfGFhF5BAdkCA4pgsNOYQVHPzM4Hgpji4g8ggMyBIcUwWGnsIJjkrETx2ZlYWwRkUdwQIbgkCI47BTagb+GZXqjdEIoG0TkERyQITikCA47hRYcFcOKa3pjrRdC2R6ij+CADMEhRXDYKcSTt33Ydx2neKsLZ4e0OUQewQEZgkOK4LBTuKenX1Ie3rYQeQQHZAgOKYLDTuEGB2AgOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSvgfH64nE+64v/P7OFSf2OvW27wiOKCE4IENwQIbgkPI7OJb1rhMcvw5PJHqf2jPR/TWCI0IIDsgQHJAhOKR8Do7fL00c6w6OhxPHvb+y8r9jEt1nERzRQXBAhuCADMEh5XNwjE/cNNgVHH/vlZiY+mBk4gqCIzoIDsgQHJAhOKT8DY5Fx/RNuoPjjcSA31IfzEh0/wfBERkEB2QIDsgQHFK+BsfKIYmJle7guDVxc80Hvx6TmExwRAbBARmCAzIEh5SvwfF04vrKOsFxfmJs+qOzEs8QHJFBcECG4IAMwSHlZ3DM7dn/H3WD46TE6+mPLk/cn/7oz5fVePcnqPxc9XdQzwBLraysXKmeAZaquuP7WT2DzfwLjl8GJyZV1g2O4xJvpT8anrgz/dHpnWuMafGmAABArPxS9wstD47HErdU/69ucLyd/uiaxF3pjwgOAAAs419wzOo+4Ifq/9d9SaX2gF+XJR5If/TCvTU++R9Uqp/ZUs8AS/1aWfmregZYquqO7yf1DBb70a/g+OmM7l9W1g+OIYkn0h8NSjxX50fYaVSHnUYhw06jkKlkp1El33YanZg49vyUYxOnnX9V5st3JG6s+eDHnolPCI7IIDggQ3BAhuCQ8i043koYBmS+/E6i/6+pDz5L9Pw3wREZBAdkCA7IEBxS/p+e3v2Syg99EhOq///7sNqnOgiOKCA4IENwQIbgkAouOMZfPLz6f08nek9cWfnDPYleiwiO6CA4IENwQIbgkAouOEYn+lf/77ebE4k+p/ZMHFP3wOYEhxLBARmCAzIEh1TgwVFZ+cEV/Xudds/i+ksSHDoEB2QIDsgQHFL+B4d3BIcOwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47NREcs687ePsuA8aHOg5sQnBAhuCQIjjs1Hhw3L+Gk9J1drgTwRoEB2QIDimCw06NBsdtRU7aVnNDngmWIDggQ3BIERx2aiw4PmrlZPQMeyjYgeCADMEhRXDYqbHgOCbbG07RR2FPBSsQHJAhOKQIDjs1EhzlqxnB4VwZ+liwAcEBGYJDiuCwUyPB8bXZG06/0MeCDQgOyBAcUgSHnRoJjqmu4Ogd+liwAcEBGYJDiuCwUyPBUVZqBsfFoY8FGxAckCE4pAgOOzW20+ihZnC8GfZUsALBARmCQ4rgsFNjwfGG0Rv7hT0U7EBwQIbgkCI47NTogb8uyPRGx6khzwRLEByQITikCA47NRocFUNLanpj649DHgm2IDggQ3BIERx2auLkbR+dvHlph31uLwt1HliE4IAMwSFFcNiJ09NDhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhpxCDY/EbYycsDmlbiAOCAzIEhxTBYafQgmNav7aO47Q9fnooW0McEByQITikCA47hRUcf+1Ye1SPCWFsDnFAcECG4JAiOOwUUnBM7ZA5jlgHjiOGGgQHZAgOKYLDTiEFR3fjSOndQ9ge4oDggAzBIUVw2Cmc4JhdYgRHyXfBbxBxQHBAhuCQIjjsFE5wPGmee9Z5IvgNIg4IDsgQHFIEh53CCY47XcFxe/AbRBwQHJAhOKQIDjuFExyPuoLjkeA3iDggOCBDcEgRHHYKJzi+dAXHF8FvEHFAcECG4JAiOOwU0rtU9jJ6Y88Qtoc4IDggQ3BIERx2Cik43irN9EbpWyFsD3FAcECG4JAiOOwU1pFG72+d7o3Wo8PYHOKA4IAMwSFFcNgptHOpvLZTqjd2ej2UrSEOCA7IEBxSBIedwjtbbMW7I4eOfLcinI0hDggOyBAcUgSHnUI8PT3gRnBAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAiOOFv02AWnDH1xeQt+kuCADMEBGYJDiuCIsTs7pI7iuc0ruf8owQEZggMyBIcUwRFfZ9eeF631Qzn/LMEBGYIDMgSHFMERW6OyZ35vMynXHyY4IENwQIbgkCI44qps/WxwON1y/WmCAzIEB2QIDimCI66eN3rDaT03x58mOCBDcECG4JAiOOLqWjM4nFzP/k5wQIbggAzBIUVwxNUlruB4JsefJjggQ3BAhuCQIjji6jZXcLyf408THJAhOCBDcEgRHHH1idkbHXM9+BfBARmCAzIEhxTBEVtdjeAYmusPExyQITggQ3BIERyx9ckamd7YYVGuP0xwQIbggAzBIUVwxNcbHdO9sdO0nH+W4IAMwQEZgkOK4IixmaevVZUbna5ekvuPEhyQITggQ3BIERyxVv7J21Nb9IMEB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEchWfBY5cNuXlK08sQHJAhOCBDcEgRHIVmxdXtnWqHf9XUUgQHZAgOyBAcUgRHgVl+tJO2zqQmFiM4IENwQIbgkCI4CswQJ6PTwsYXIzggQ3BAhuCQIjgKy7TSbHA4wxpfjuCADMEBkTKCQ4vgKCzXG73hbN34cgQHZAgOCCy5YbdSp8NxkwgOIYKjsPQxg8NZ1OhyBAdkCA6Eb/Lm6XvFMyvUo1iM4Cgs3VzB8U2jyxEckCE4ELqpa2fuFo9Xz2IxgqOwDDB7o2RZo8sRHJAhOBC6rsYd4xPqYexFcBSWP5vBsXfjyxEckCE4ELYPzDvG3dXT2IvgKCyL1jNuVw83vhzBARmCA2G7ygyO4jnqcaxFcBSYMUWZm9UhTewcRXBAhuBA2E5x7dz2vnocaxEchea2Vukb1QHfN7EUwQEZggNhG+QKjsnqcaxFcBScdw6uTo5NbylvaiGCAzIEB8J2q9kbbRarx7EWwVGA5k14+bNmFiE4IENwIGzTWhvBcZR6GnsRHHYiOCBDcCB0A7O90eoD9TD2IjjsRHBAhuBA6JZ0ru2NotvVs1iM4LATwQEZggPhW9i75g18HZ/hXCo6BIedCA7IEBxQmHhu1y5H3/8vTt4mRHDYieCADMEBmUpOT69EcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNC0+4897wHFuUTHIv+ctPIcUt9GwhWITggQ3BIERzWWTAgdbaV4lPmtXQNS4e0q17D6lc2efR0oGEEB2QIDimCwzZztq89AM7Ws1q2hu+71K7hwCX+zgYrEByQITikCA7bdM0e4vdPTZy/vgmHZ9fQz+fhYAOCAzIEhxTBYZlx5lkTH893DUVv+T0fCh/BARmCQ4rgsExfMzgSLVnDMeYaTvN7PhQ+ggMyBIcUwWGZ7c1c2LQla9jMXMMufs+HwkdwqC1/qPv2Wx04Yr56DgGCQ4rgCNKSjz+O2m6Vncxc6NCSNaxprmETv+dD4SM4xKbskL79j1VPEj6CQ4rgCM4bB5c6TunBE9RzuHQ2c2H7lqxhS3MNnf2eD4WP4ND6vEPtzbf4UfUsoSM4pAiOwAwtSu9YeYl6EtP5Zi4Maska+ptrOMfv+VD4CA6pij9mb7/tvlFPEzaCQ4rgCMq12Vv1tepZDJ+XZucqmdySNUwweqPkI7/nQ+EjOKSeNf/FcJZ6mrARHFIER0CmGg/spV+qpzFckZ3rwpat4Xie4EA+CA6pk83g2Ew9TdgIDimCIyAXmLfq89XTGCoG1041cEXL1lCWOfJX7+X+zgYrEBxS+5t3TcW2nZ6A4JAiOAKym3mr3lU9jcu4PYsdp2iv11u8ghU3b1D9W20yqmVHKoXlCA6pfV3BUaYeJ2QEhxTBEZANzFv1+upp6pj95tsVeZ2efsW7j435wLdxYBeCQ+oE865pY/U0YSM4pAiOgGxl3qq3VE9Tzz8r8woOoOUIDqknzLsm6w4VTHBIERwB6W7eqrurp6mH4IAMwSG13DjacKT2Zw8FwSFFcATkcTM4xqinqYfggAzBoTVptcw9013qWUJHcEgRHAGp2CPbG3tEb+dKggMyBIfYxPQJDtqNUk8SPoJDiuAIyjeb1vbGJhE8mh/BARmCQ23pyH3W67DzkAjeMQWO4JAiOAIzO5E6tnlRYrZ6kgYQHJAhOCBDcEgRHAGafM2AAdf8TT1FgwgOyBAckCE4pJTB8fOvUFlZdfmrZ4Clfqus/E09AyxVdce3Uj2DxX4mOKxEcECG4IAMwSGlDI6Cf0klwnhJBTK8pAKZSl5SUWIfDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcATq6/uvvfPd6B1nlOCAEMEBGYJDiuAI0OfdUof+2uZZ9SD1ERyQITggQ3BIERzBmbBW+tjmRdeqR6mH4IAMwQEZgkOK4AjMjI6Zs7cVPaEepi6CAzIEB2QIDimCIzAnG+en77RMPU0dBAdkCA7IEBxSBEdQytobweG8oB6nDoIDMgQHZAgOKYIjKB+YveFcoR6nDoIDMgQHZAgOKYIjKC+7guNs9Th1EByQITggQ3BIERxBmeQKjqvU49RBcECG4IAMwSFFcARleQczON5Qj1MHwQEZggMyBIcUwRGYc43e2H5Fc0t///Rdf/4ojLFqEByQITggQ3BIERyBmbtJpjdavdLMsrNPKk11SWjHJCU4IENwQIbgkCI4gvO3TuneKL2/mSWn1LZJUVjvZiE4IENwQIbgkCI4AjT71LZVEVF8wMRmllu4ZfbFlz+HMhnBAR2CAyp4cy8AACAASURBVDIEhxTBEajFLz309Ixml7rc2Ntj3UUhjEVwQIjggAzBIUVwRMAmRnA4j4aySYIDMgQHZAgOKYJDb4briB1nhrJNggMyBAdkCA4pgkPPfYiw40LZJsEBGYIDMgSHFMGhN9MVHGeFsk2CAzIEB2QIDimCIwJc+3A8FsomCQ7IEByQITikCI4IGGb0xnqLQ9kkwQEZggMyBIcUwREBi7bKBseD4WyS4IAMwQEZgkOK4IiCzzJHGr0ypC0SHJAhOCBDcEgRHJEw+5Sac6mMC2uDBAdkCA7IEBxSBEdELHjm7gcmh7c5ggMyBAdkCA4pgsNO0QqOCf02bb/hUY9XqOdAKAgOyBAcUgSHnaIUHGUD0nuw7DdbPQrCQHBAhuCQIjjsFKHgqOieeYvODgvVwyAEBAdkCA4pgsNOEQqOe42jkAxUD4MQEByQITikCA47RSg4tjCCozUvqliA4IAMwSFFcNgpOsHxqetMMiEd9wxKBAdkCA4pgsNO0QmOca7guEI9DoJHcECG4JAiOOwUneB43hUcV6nHQfAIDsgQHFIEh52iExxTXcExRj0OgkdwQIbgkCI47BSd4EjuaPTGKt+rp0HwCA7IEBxSBIedIhQcTxjBcbF6GISA4IAMwSFFcNgpQsGRHJjpjT+VqWdBCAgOyBAcUgSHnaIUHBWXpk6V6xQdt1g9CsJAcECG4JAiOOwUpeBIJr+4cK8tdh/4lnoMhIPggAzBIUVw2ClawQGrEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckAklOKaNf/qjisC3EkcEh50IDsgQHJAJITie71x9poaNRpYHvJ04IjjsRHBAhuCATPDBcUlR+lyUBywIdkNxRHDYieCADMEBmcCD45bMya+dIwLdUCwRHHYiOCBDcEAm6OD4brVscDhPBrmlWCI47ERwQIbggEzQwXGT0RvOwUFuKZYIDjsRHJAhOCATdHAcbQZHuyC3FEsEh50IDsgQHJAJOjj2MoPDWRTkpuKI4LATwQEZggMyQQdHN7M3SjkYRx0Eh50IDsgQHJAJOjguN4OjS5BbiiWCw04EB2QIDsgEHRyftTaC4/YgtxRLBIedCA7IEByQCTo4kudke2PnZYFuKY4IDjsRHJAhOCATeHCUH1nbG5tNDXRDsURw2InggAzBAZnAgyO5Yvga1blRcvzsYLcTSwRHxC1+buRtL5b5vlqCAzIEB2SCD45kcslT115+/6ygtxJLBEekLb1w1epY7nDdcp9XTHBAhuCATBjBgUYRHFE2v0vty4GH+fwkB8EBGYIDMgSHFMERZYdmd3g+2d81ExyQITggQ3BIERwR9ozxju7i931dNcEBGYIDMgSHFMERYd3Ng9ad6euqCQ7IEByQITikCI4I2zi4o+QSHJAhOCBDcEgRHBG2qhkcW/q6ah+DY/ESn1YESxAckCE4pAiOCOtkBscevq7ar+CYcuI6jrPBqRxSD94RHJAhOKQIjgjrYwbH+b6u2qfguDV9pqI2o31YGSxBcECG4JAiOCLsFaM3Wn3s66r9CY67MuMVPZL/2mAJggMyBIcUwRFlx2aD4zx/1+xLcExvm51vDU4cAI8IDsgQHFIER5Qt6Vr7eH6cz8c29yU4hpgv+Vzlw1SwAsEBGYJDiuCItOU3rFP9YN5plN8r9iU4djGDYx8fpoIVCA7IEBxSBEfELX/rwUfer/B9tb4ER0czODb1YSpYgeCADMEhRXDYyZfg2MgMjm19mApWIDggQ3BIERx28iU4DjSDI+HDVLACwQEZgkOK4LCTL8FxhxkcD/kwFaxAcECG4JAiOOzkS3CUbZHtjZ18fhsNChfBARmCQ4rgsJM/B/6atEZtb6z9Wf5rgyUIDsgQHFIEh518OrT5J+l3xu7ByVTgGcEBGYJDiuCwkx/B8dULz3xc8eypBx1y+ng/RoItCA7IEBxSBIed8g+Op1NPbmx6xwp/BoI9CA7IEBxSBIed8g6Oc2v33ui2xKeRYAuCAzIEhxTBYad8g+Pa7PtTevs1EyxBcECG4JAiOOyUZ3CY54l1XvRtKliB4IAMwSFFcNgpz+C40jzkVw/fpoIVCA7IEBxSBIed8gyOg83gWMe3qWAFggMyBIcUwWGnPIPjD2ZwFPt/MlsUMoIDMgSHFMFhpzyDYz8zONb0bSpYgeCADMEhRXDYKc/gOM8Mjq6+TQUrEByQITikCA475Rkck4qN4Ljft6lgBYIDMgSHFMFhp3yPw3Fytje6cKxR5ITggAzBIUVw2Cnf4CjrWtsbW8/wayZYguCADMEhRXDYKe9Dm5dftmp1brQ6aZ5PE8EaBAdkCA4pgsNOPpwtduHjV152/7e+TAOrEByQITikCA47+XF6eqBFCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2Cig4FgewznoWzQ5jKwgMwQEZgkOK4LBTAMFRfvdebZxVDxoT7JlVvjljA8dZNfFmoBtBoAgOyBAcUgSHnfwPjum7pg/McfB8f1fs8tRqNRspuoDDjcUWwQEZgkOK4LCT78Exb+vMoUf3LvN1zaYXW2e2MiSwjSBgBAdkCA4pgsNOvgfHKcbJVa7xdc2GpRtnN1I8MaitIGAEB2QIDimCw05+B8ec1kZwrL3cz1Ub7jdPUts7oI0gaAQHZAgOKYLDTn4Hx6NmCjhv+7lqQx9zIx0D2giCRnBAhuCQIjjs5HdwXOcKjsf8XLVhH9dWlgS0FQSM4IAMwSFFcBSmb4busfG23cc0+lYOv4NjpCsFnvJz1YaDzI2UBPXCDQJGcECG4JAiOArS7avUPCj/8etGFvA7OJ53Bcdnfq7acLa5kW0D2giCRnBAhuCQIjgK0YjMo/JGMxpewu/gKOtopMAOfq7ZNMEMjqFBbQUBIzggQ3BIERwF6IOS7MPyIQ0v4vvbYs3XVP7i65pN3bIbWXteYFtBsAgOyBAcUgRHAephPhHwToOL+B4cFT0zWzzP1xW7zN6qdiOrvBbcVhAsggMyBIcUwVF4ylc1g+OSBpfx/9Dmyy+oORTHqjf6u163OUfX/Fbbcdiv+CI4IENwSBEchWe6awfOYxtcJoizxX5xRbc9j75+lt+rrePdC4889LSxvEMlxggOyBAcUgRH4ZnmCo5jGlwmoNPTA80jOCBDcEgRHIWnvJ0ZHBc1uAzBARmCAzIEh5SfwfHD00OO6zlg+Ie/m188K1FrLMERkoQZHG81uAjBARmCAzIEh5SPwTFvQCJxzAlVZXH9r8ZXT0z06VvjOYIjJBOLs73RteFFCA7IEByQITik/AuO/56SOHv675U/PJxIPGt8uVfiq8Z+Ip7BUT5p/Adl6iGacVWmN9ab1vASBAdkCA7IEBxS/gXHG4ley1MfDE+ckf3qj4nE3EIKjjlnr1X1MN7+5EYO4BkVN7ap6Y2dv2xkAYIDMgQHZAgOKf+CY8I1o2o+eCXRM/vVZCJRXkDB8VGn2uNcTlCP0rSp5/9hnU7d/tzou0cJDsgQHJAhOKQCeJfKq4lTsp8sTCR+KJzg+HajzGsVa32hHiYvBAdkCA7IEBxS/gfHrxcm7s1+NiPRPfn0FedceHcDe3LELzhOMt79cbh6mLwQHJAhOCBDcEj5HBy///3TixJn/TP7hSmJ7sfVvCv2ll9qvzbh8RpT/xMzK9oawVE0Wz1OPv5XHXyAwq9V/yxRzwBLVd3x/U89g8V+9DU47qgKi7OfNdc5MZE4d/IPvyyo+s59tV87vXONMflsSmGi6xCeT6nHAQAgNn6p+4W8guOuHonEcVdPMb6y4pMpNZt4ING9LP212AbHX1zBcbt6HKR8PqzHUWe/slI9BgCgSf4GR2Xlz98/0SvxcAPf+KFH4rX0h3ecXWPCLzHzsis4HlSPk4/qY7OpZ/BFefqwqjtMUU8Cr36rrPxNPQMsVXXH96t6Bov97HNwVPkokZjdwJcHJR6t85XY7TT6TZEZHO+px8lHoew0+t0WtX+OVV5TzwKP2GkUMpXsNKoUwNtif++bGNfAl09PPBn34EjuZ/TGdhXqafJRKMFxcPYPsvY89TDwhuCADMEh5V9w3HR++mQpK3sZxzaf/PznNR/8X/fEO7EPjndLMw9vxePUw+SlQILjdfMpp0vV08AbggMyBIeUf8ExInHaf1MffJpIfGJ8ddBPqQ/GJHr9PfbBkRzdqvZNsderR8lPgQTHGWZwbKeeBt4QHJAhOKT8C46Z3ROXfPt75U/v9E+cXr1nyPiLh1f9d0b3xLCFVW3xZPfEmLo/EcPgSL68XeqxbdOnwtpg+VtPPD/T/9UWSHB0NYOjVaMHckekEByQITikfNyH482eiUTP/olE4qT51Z+OTvSv/t/rPRKJvqdW/eeu3wohOJLLX79q8BXjy0Pa2qKLqs8VV7zPX/1ecYEEx95mcBRF/SS+qEFwQIbgkPJzp9GlD53bp8fxQ5/7d6URHJUL7zvzmF6n3jy1/vKxDI5QfbNj7T/eb/F5zQUSHL3N4FhHPQ28ITggQ3BIBfAuFc8IjmaU7ZL91/sT/q66QILjPjM4+qqngTcEB2QIDimCI8JuMB5NN1rq66oLJDiWbpy9hIo/UE8DbwgOyBAcUgRHhG1r/vt9jK+rLpDgSL7YOnMBXaKeBR4RHJAhOKQIjuiabfaGc6av6y6U4Eg+tVr6NaeLYn0gNqsQHJAhOKQIjuj62BUcx/q67oIJjuSMMzdynPY931XPAc8IDsgQHFIER3TNdAXH6b6uu3CCo8piDmoeKwQHZAgOKYIjuio2NoPjPl/XXVDBgXghOCBDcEgRHBF2kdEba/r7r3iCAzIEB2QIDimCI8Lmd8oGx83+rprggAzBARmCQ4rgiLIP163tjUE+r5nggAzBARmCQ4rgiLSvE0XVubHBaL9XTHBAhuCADMEhRXBE3LT7rrjpJf/PFUdwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkQg+ORTcftPW2h99TFupGEUkEhxTBYadYBEf5N9+pR0AAwg6Ol9ZzUjabGOZWEbpFTw676LbPm16G4JAiOOwUg+B4rVsbx+lw0lT1HPBbyMHxQmsnrR3FUcAqRqyZ+isf8VVTSxEcUgSHnSIfHCvOTj9ItH1EPQp8Fm5wzO/gZGzOqyoFa0Wv2r/yOpOaWIzgkCI4qs28e8j5d3ytniJMkQ+OczMPEiXPqGeBv8INjisdw73hbRfhGpr9K3da2PhiBIcUwZFMLjo99ZxryfHz1JMEYt6dfbsee/109xejHhzvFGXvPtZfpJ4Gvgo3OHY3g+PI8LaLUH3T1vgzX974cgSHFMGRnP+H2qvpVrN8X/mUlyfM9n2lObl3rdTv1mboCvOrUQ+O3uajxD3qaeCrcIOjg3lV2j687SJUI80/8xaNL0dwSBEcycOz19O9Knxdc/nNm1Y/c3LAX31da26yTyj3Nn+5qAfH2ubdRy/1NPCVMDi2DW+7CFU/88/sLGh0OYJDiuB42byejvFzzQsOTK+15EY/V5uT8cZLEyONr0chOL64otueR42Y2dC3yorMv8oeYU+GQIUbHLuZV6Vu4W0XoTrSFRyN75BHcEgRHCeY19OjfFxxxaGZ1RY96ON6c2K+gN3B2EVfHxzLz695t2K7Gxr4ZkVr869yYOjDIUjhBsdl5lXpjvC2i1CdbP6Zi5c2uhzBIUVw/MG8onbyccWPGuvt+L2PK87B165nCp7LfkMeHBU9M2Od28C3dzTnPiv06RCkcINj9hrZa9LGS8LbLkL1oHmP0aXx5QgOKYJjc/OKuoaPK97PXLFov8dx5gzOiOw35MFh7uM1tv63Xe9lVO4DA/+FfOCvJ4trr0ilb4S4WYRq8frGPcb9jS9HcEgRHHuYD23b+LfeFa5XBfr6t+JcjHUFxxXZb6iDo6yjMdcO9b+/YIPst48KfToEKuxDm4+tOQKls96rYW4V4Xo8+2zugSsaX4zgkCI4LjIfkk/1b72zXY/1Xf1bcS7ecw0xOvsNdXC84BpsSv0F3lqt9pvbzQ1/PAQp9JO3zRnWeZ319rquicNBIf5ua5W+x/hTUwdUIjikCI6ppdkHvuIP/Vuv+40WPfxbcS5WrGvMUGy8IUQdHK53zTtPNbDER7umvlV0zPzQh0OwOD09gvB215Kqe4yNb1zW1EIEhxTBkbwq+8DX0O6LLbaD+ZB6jZ9rzsE1xgzmyzrq4BjhCo7HGlqk4oVzju59WVOnRUA8ERwIxuw3Xvy4mUUIDimCI1mROW3HgOV+rne48YhaqjrnadmemRk6med6VwfHY67geFs5CsJGcECG4JAiOKqM61K9H/uuT/i71iXG+1/O93fVOZi7f3qE7T43v+w9OFa8NeqWv/j+rt65xgtZztq+hh6ijuCADMEhRXCkfDfhjRm+r/RvmTdqHVXu+8o9W/HnvUscZ+cb3Cfm9hwcD3ZKPUNzut8ntjvNCI7hPq8b0UZwQIbgkCI4AjT96NSOo+2vbuJdWmFYPrus7pe8Bseg2ijY8it/Z5q/TaY39q43HQoawQEZgkOK4AjUF7ddeNmYKL4bz2NwXJ99GmJHn7Pgm9pzXBzC21AsQ3BAhuCQIjjs5C04vlstGxyuc7/5Yfk9e7dx2nUd4+8ZehF9BAdkCA4pgsNO3oLjVvOtJDsHMMaiANaJqCM4IENwSBEcdvIWHH3N4CiqfwbGz68+7qiBTzZ5nB2gLoIDMgSHFMFhJ2/BcZjraBnf1Pnu0tNqjiW85WuBjIhCRXBAhuCQIjjs5C04+rme4aiz12jZ3rXfKW3o0ORAIwgOyBAcUgSHnbwFx51mcOxW55sDs99a7etAhkRhIjggQ3BIERx28hYcc9YwguN29/emtja+d1IwU6IgERyQITikCA6frZjy1hTxcb688HgcjtuyTdG5ztFSbzCf/ejAwcnhGcEBGYJDiuDw1dzz1q56+F3nAr8PBO47r0caHVKbFDvUPfT7gCZ3KAUaRXBApn5wzHn46uvHLtZMYx2Cw0+TOqUffzt9pB6lGZ7PpTJ22+rfZ9Xz6x0utbcrOD7zfUIULIIDMnWD4/vTU68Nt79SeL4rixAcPpq5QeYBeMNZ4W9+xqhLh43xeF7XHE5PP/mRUS/WPwRH8nyzN0o4ghc8IzggUyc4Zm1fex92EKd0CkEOwZGc9cXnWQRHfea7SI8Pe+Nz+5dUb7fdJZ6Ow5VDcDRivBkce+e3LliF4ICMOzhW7JG9EztZN5Q9vAbHvy/v5LgQHPXMM9+30Trk3Ti+2bJ2y/s38HREPfkHx4qdjN/2yfzWBasQHJBxB8eDxp1Y8Ye6qazhMTj+8wenDoKjnqdcF9BfQt328s7ZLZ/oYfn8gyM5cZXMFo/Nc1WwCsEBGXdwHGzeZZ+rm8oaHoPjxqo/x1p7dzsqi+Co5w5XcNwZ6rZHm6X+QfPL+xAcyZfWSm+wt5fnVIA0ggMy7uDoYN5l/0k3lTU8Bkdnp9WTv/vQGAUdHA+5guOhULfd1dz04OaX9yM4kt+dvaHjtNo/3OdyEHsEB2TcwdHKvN/cQTeVNTwGx2rOYL9zo/CC42NXcHwS6rbXMje9b/PL+xIcVeZ8zb7dyBHBARl3cKxn3m8eqJvKGh6Do40zjuBolrmjyy6hbrmixLzh7NT8D/gVHEDOCA7IuIOjh3m/ebluKmt4DI7NnDcIjma9WJzdj+KlcDftKvWDml+e4IAMwQEZd3C8aNxttvlKN5U1PAZHX+cegqN5NxSlr7tFN4W85V5mcFzV/PIEB2QIDsi4gyN5bE53m8iXx+D4qGjnlQRH856oOVpJp7Fhb/hlozdW8XBiE4IDMgQHZOoEx5JDa+82z6iQzWQRrwf+usU58UeCo3llz1588sXPCXak7JsNjus9LE5wQIbggEyd4Eguv3Xj6jvNHTl2YSiaDY6vUr6Ze1/7za9/+8uvMgiOaFl6ZG1vXOBlcYIDMgQHZOoGRzJZMempZ77UDGOfZoPDaQTBETEr7t68+u/SeZynpQkOyBAckKkfHAgRwVFApox7aZrHRQkOyBAckCE4pJoNjm6NIDhijeCADMEBGYJDKofT0/uO4NAhOCBDcECG4JAiOOxEcECmIIPj03EvT1fPgOYRHFIeg+OEE5abn97asT/BEWsEB2QKLzhW3JXLHtsQIjikPAaH48w1P33c2YTgiDWCAzIFFxxLj6jdl36IehQ0g+CQallwXOu0JThijeCATMEFR5/cjroHIYJDykNwjKriOMNHZdx1zirOOgRHrBEckCm04DDPAOblvAIQIjikPARHg4fh6EFwxBrBAZlCCw7XOc45BVi0ERxSHoLj5O2K6vXG1gsIjlgjOCBTaMGxrnnXeLB6GjSJ4JDytA/Hv952nAuvzxo14VcfeoPgECI4IFNgwVFRYgbHH9TjoEkEh1TLdhr1B8GhQ3BApsCCI7mmGRz7qadBkwgOKY/BMXz43wmOQkJwQKbQguNAMzjOU0+DJhEcUhxp1E4EB2QKLThGG71R/KF6GjSJ4JBqNjgWNGjuNIIj1ggOyBRacCz/YzY4BqiHQdMiGhzvDDnikJOfKFePEThOT28nggMyhRYcyelb1N4tHrBUPQuaFsngmHNkzdVnm7fUkwSN4LATwQGZgguO5Jz+qXeqtBta+P9EjbsoBsecrWsfVtu+rJ4lYM0Gxz419tu76tJYfae9Om/d2nFKjjzuTIIj1ggOyBRecCSTM0YNvXzM9+op0KwoBsfh2X/Id5ijHiZYXncanbXjatfMTn20cvKpxZ2/86E3CA4hggMyhRgciIkIBseb5ksHF6mnCZbH4Pj7Zu2+yn42vmiLfxAcsUZwQIbggEwEg2OwGRxbqacJlsfgGOFcZn7a17mB4Ig1ggMyBAdkIhgch5rBUbxMPU6gPAbHbs5E89MnnN0IjlgjOCBDcEAmgsGxv+vtGAvV4wTKY3Cs5Uw1P33D6UBwxBrBARmCAzIRDI5+Zm90UE8TLI/B0dZ52fz0QactwRFrBAdkCA6E7otX35pf/f8IBseDZnAcq54mWB6DY3PnCOOz3/ZyNiM4Yo3ggAzBgXCV37p51WN560PejWRwlG1i7MLxrnqaYHkMjkGOc3J57SdLj3OcUwiOWCM4IENwIFQLuqYfzlvdFsXgSL5amgmOIepZAuYxOGa3rfpj7X3miNtvu27QXq2qPv6qwcUIjrggOCBDcCBMFdm3gRSNiWJwJJ9pnx5vyAr1KAHzeuCv8W1cb9150IfeIDiECA7IEBwI0yPGQ9d6/4licCRnnrWx46zW/W31HIHzfHr67/pkkqPksE/96A2Cw38Vrw7p0++6z5pfkOCADMGBMO1j/mN5bCSDo8riueoJwuA5OCor//3WXUPPPuviW15N+pIbBIf/JneueQLqhGbfy01wQIbgQIjKW5nBcXpUg8MOOQSH7wgOn72zeu2t6g8LmlmU4IAMwYEQzXIdV+sogkOJ4CgcCzbw/m5uggMyBAdCtMQVHP0JDqVmg2PJkhWp/9ZFcETOFcbNqui9ppclOCBDcCBM25jBcTvBodRscDjOLqn/1kVwRM725t/ngqaXJTggQ3AgTFca94uliwgOJYKjYCwvMf8+hza9MMEBGYIDYVpkHMlzSCXBodRscHTu3D/137oIjqhZ7ArCfZpeOHrBseyNB8dOUQ+BMBAcCNWktWvvFo8sJzik2Gm0cKxpBkefppeNWnAsvij1DpudnlUPguARHAjX1MNSd4qrXbUikoc2twjBUTi6m8ExqullIxYc3/6hdmfXoepREDiCA2H7ZOTgoY98n4zkydts0nxwdDrz1f8SHHHwhtEbGyxuetloBcfyLtnJ71QPg6ARHJAhOKSaD46qx4A23e6ZR3BE38DMo3bJM80sGq3guNtIpTWtOMKv1QgOBGFcYr3itQ99tKLJhQgOKU/BUW2bIe/8THBEW/nJ6T9WmwebWzRawbG7+WLQXeppEDCCA/5bXPuS8j7fNbUYwSHVfHC8fPYW6T/kaj0fWkpwRNq4/Vs5zhr9Pm92wUgFx7JiMzj6qcdBwAgO+K68a+YeZMemTiVFcEh52ml03ugetWfp2GXY5JUER4Qt+Xx6uYfFIhUcM83ecA5Wj4OAERzw3Y3GXciZTSxHcEh5fZfKr5Ou2iP979AOx4/153yxBIdOpIKjrMgMjmbe0IvYIzjgtxXrG3chpfMbX5DgkMrlbbH/eH7gpjV/0OK9ric4Yi1SwZHc2QyOm9XTIGAEB/z2nutZ0jGNL0hwSOV6HI7Zo4+tSUmCI9aiFRw3GfcVq36rngYBIzjgt8ddwXFd4wsSHFItOfDXF8eXEBwxF63gKNshe19xrXoYBI3ggN+ecgXHTY0vSHBI5RocFc8P3qmIZzhiL1rBkZy6ee1dxSlNv4seBYDggN8+cQXHc40vSHBI5RIcP79/+W41u/e1PeRmgiPWIhYcydknta6+Ym14n3oQBI/ggO+2NXpjzaWNL0dwSHkOjjmjjl419ccs2nXo2z/6kBsEh1LUgiOZnDvmhttfX66eAiEgOOC7R43gGN7EcgSHlKfg+NeLZ25W85fc+NSnK3yJDYJDK3rBAWsQHPDfaZneOKypf7cQHFLNB8enI/Zplfoztk/c+61vsUFwaBEckCE44L+Ky0trjtkwsKypxQgOKY/nUln9CucEeQAAIABJREFU0Os++tXX2iA4pAgOyBAcCMKXl+6/45/On9T0QgSHlKfgWP3CmX7HRrUf/weVn6ouf/UMsFTVP11+Vc8AS1Xd8f2knsFi9Xb/rBccbVJPcax9zOjZfgfHL36vEAAARFO9B/16wfGf18/dumZfnE5+7jFaveb/B5V/VV3+6hlgqap/5fykngE5eqv/pu3W7/ZwhXqOfFXd8f1LPYPFvL0tdsEDvdaoeU/sHy979yffgkP9epLF2IcDMuzDETvLTk2fYHGPmepR8lTJPhxKno/D8etHV+1RkrrKrdLt9ukER8wRHJAhOOKm4tjMe063mqceJj/RCI6ye47e8Q89HyxXzxG6nA5t/o9xg9KHoF5/AMERawQHZAiOuHnAOKpWf/Uw+YlEcEzoVHNZbtPMW2oKT84nb5v/6KnbFnEulbgjOCBDcMTN9kZwlExXT5OXKATHa21qL8z2thVHC84Wu+TpvpwtNu4IDsgQHDEz1XVmtLvV4+QlAsGxcL3shbnVMvEwIcsxOBY/PCB9kHOCI9YIDsgQHDHzsis4LlSPk5cIBMd15qVp2ekqcwiO/705pPaZtQ1PH09wxBrBARmCI2ZecwXHJepx8hKB4NjTvDSPEg8TMq/BMfOOw9qmX8Lb+4apPtQGwSFFcECG4IiZGUXmQ+SfPf/c14/fOXZ2gHO1RASCYx3z0txePEzIvATHP8advnH60unY/6n/509tEBxSBAdkCI642d14hGzjNSHe27+6U0oSXwQ6Wq4iEBwdzODYWjxMyJoPjmv3rjn8hlO065V/+8232iA4pAgOyBAccTPOeIQ81+PPPFb7Voy1Xg90thxFIDh2M4PjEPEwIfN4tlinfa+Hy/yMDYJDi+CADMERO+dmHiC7LPX2E2+XZn6kw9Rgh8tJBIJjqBkcN4uHCZmn4Nj2oneDONEawaFDcEAmFRyz33k7ai/vo3FXp5+vOGahxx/oYjyoHhvoaLmJQHB81z570ay/SDxMyJoPjsPvnR9AbBAcWgQHZKqC49U9ix2neM9x6lHg1dSh+2zd5fS/el38b+a/4ku/D3Ky3EQgOJKPZXbCbf2iepaQteDAXwRHASA4IPPj7xfX3uGeVaEeBoG42wwOJ0IPq1EIjuSjq6VfbLKuuAkOOxEckPnROPLRUPUwCMQ1ruB4RD1OViSCIzlryE7t2u86LOYnwmuBFgXH8m+//ZbgiDWCAzLftM4+FLX6RD0NgnCXKzjGq8fJikZwWKtFwTHY4dDmMUdwQOZC87HobPU0CMJHrn045qvHySI4pAgOOxEckPmj+WC0s3oaBKKz8TfupR7GQHBItSg4zi8pKSE4Yo3ggMxGZnCsq54Ggfhr9jgca36pHsZAcEix06idCA7IbG8Gx5bqaRCMB2uLY/WX1aOYCA4pgsNOBAdk+prB0VM9DQLyduqsqMWHT1EP4kJwSBEcdiI4IPOSGRxPqadBYL544NZHZ6iHqIPgkCI4mjf3ys7rrNvlmggdLS9/BAdkfjwk2xv75fajy6Zbdiho+IzgkGo2OBY0wp7geGatmrvGjhF6M3neCA7I/JjcobY3tvkuh5+rGLNvK8fZ7GL7DpcE3xAcUs0Gh9MIa4Lj2ZLaX7n1S+pZ/BNkcCx+9tZRbywPau2IvR8r/3VS6lZVfHwuB2hYdFT6hrj+24GNhkJHcEgRHM2Y1yH7O6/n9UyJ0RdccCw6d5Xqy2qDu4JZPeKv+myxX9121lm35XTa8hWHZW6Ia3B4UrQQwSHVbHDs2QhbguNqs7JuUk/jm8CC49udai+svisC2QBiL3V6+pyNMm6If/J/KNiB4JBip9Fm7GkGx4HqaXwTVHCsMC6vi4PYAOKvZcGxg3lLfMf/qWAFgkOqZcFRMfZjW4JjA/NubjP1NL4JKjjuNy6t0pyeMYc1WhQcs1yv6F4ZwFiIrMX+rYrgkGpZcEx3drEkOKaXmndzW6jH8U1QwbG/eXFdEcQWEHstCo53XcFxagBjIZIqHjpgFaftvvf59AotwSHVsuC4wWlnR3BM39B1N3eweh7fBBUc7cyL67AgtoDYa1FwTHbdEs8JYCxE0Zz90n/yPWb5sj6CQ8pzcPzvoX77p/cX7bye42xgR3Ds47qXc25Xz+ObgIJjqevi6hLAFhB/LQqOJauYV617AxgLEbQke9bZHXx5kyDBIeU1OKZv4n7oHWRFcLzo/qU7LVUP5JugnuFY1by8Dg9iC4i9lu002sO4ZrWdndcAM689osthl32W1zoQiqF+P60VmeCY/edLh47y51mbGPEYHP/n7o31Bv/biuAY6Pqt276lnsc/QQVHV/MCuzqILSD2WhYcfzN2p8rvDVAjal74az24PK/VIHhla5h3wH48xRGR4Fhydurq3OrkgjpjRvM8BsedjvOnp7+a5jjfTn91QOn+C33IjTgEx4Gu4PirehwfBRUcj5r3D9OC2AJir2XBkbw/c8zfg/MqhcGZa+jRHCom4l513QM/7cMaoxEcCzKvFG2Xy8H9489jcBzodP616l6i5gCjX2zS8TM7gsO1C0dRmXocHzUQHIteuP+pr/Ndb8UB2QtM89bF8mkfc36vaGthcCSf2zh1vSodvCyfrY81btPX57MiBM98m73j3OLDGqMRHEdnf6l9KtTDhMljcKzjPFiZCY7Kr9uu/w8rgqOfeW3fQD2Nn+oFx7cntamOqj/l+7LRnN1rL69TFTekz/ut4Tgle48VbBpetTQ4kksfOfmwPtfmeXgX8wBiaxXSPyIK0SOu4PDjdAmRCI7XzN/qcfU0YfIYHK2d92qCY2Xq00HOHVYEx8Pm9eJE9TR+qhsckzdK/5at893/f+mlqZddN38oz/W0yCNt07/GcTySRFeLg8MPn7kewp6TzQEvPnT9tSb4sMZIBMdJ5m91lHqaMHkMjjbOu1X/Xek4/0x9OsGx41wqy7bIXi1afayexk91gmNOp8zvWfJCvusue/W+hz7IdyUtMi7zKr9zvGQAeCENjqddD2E3yuaAJ1saf6wN/DgFdSSCY1fzOrixepoweQyOjZyHq/+3ijMt9el0Zz0rgiP5ZpvM1eI69Sy+qhMcg43r/9axPbP80o2NX+N59TRojDQ4HncFx3DZHPDEfE3lHj9WGIng2MK8DrZXTxMmj8HRzTnwt6r/befclvr0LafUjuBIvtKx5krReoR6En+5g2N5B/MG8IpurPw8aP4Wh6qnQWOkwTHRFRyPyOaAN9lDE/TzZX2RCA7XKUG3VE8TJo/Bca/jHPbXysoTnY7fVX322+HOhpYER3LeZTuUlnQ65VP1HD5zB4f7sNGxPTHWCeZv0Za3PEaVNDhWrGdcSVrPkc0BbyqurjnEbOml/tygIxEcF5r3VCeppwmTx+D4z4aO07my8lXHWe3Me0fs6jh9bQmOagX40OUODve73c/UjZWfg12/Rn4Ho0RwpMGRHGFcRzgHXAx8c+2Rex5x9Vc+rS0SwfGFcRC74onqacLk9dDmn3Z0Dq+s/P3A2n8ZfGFTcBQgd3BMcj1SD9ONlZ+E69dYoh4HjdAGx7J9M1eRbebrxoBGJIIjOSx7PzVIPUuoPJ+8bfmV11f/qQ5PXUZrjvehNwgOIXdwLDMPIBzf3S0vM3+LLdTToDHa4EguODx9Fen8jXAKaEQjOCoG1d5P9bXr+Po5n57+0xvPu3Ts//nRGwSHUJ13qZxuPFJvktdxHJX+Vmz8GvmdbgMBEgdHMvnkoe2dtvuOiu3bsdBy0QiOZPKp1Ftjt5ccrkgo5+DwEcGhUyc4Zq2beaAuelI2VN6MvUbXnaceBo2RB0eVwjnxM3ISleBIJqe9+lKeB82NIYLDTnWPNPp27Rtji+P8/t8lXWp7YzU/DkqIYEQhOGCp6ASHlbwHx5K7j9t5g/ZrbNTl5Cf/SXDEXb1zqUw9OvV6xPbjRAP5Y8lprWpenf9IPQkaR3BAhuCQ8hocP53XKvt0dfuRvxMc8dbA2WJnPDTi3vckw/hp6g0D+lz4qlUnYIwdggMyBIeUx+D4/QjXOw6dUwiOeGsgOIBwEByQITikPAbHE1WR0fXeD+eVL5v3wahDqj55ieCINYIDMgQHZNTBMffhyy+7/zvlBFIeg+MQp3hc9rPXSp0jCY5YIzggQ3BARhscSwenTgfa+rQFuhmkPAbH2s5p5qdDbTlbbMEiOCBDcEBGGhwLM2+j297SMy94DI7Wzjjz0/etOVtsoSI4IENwQEYaHN2zu0HuZ+eO7R6DYwPnFfPTL5yNCY5Yszs4Jj086kWO/CRDcEBGGRyvm2+8eEI1hZTnfTjuMT993ulGcMSazcExZqvq2/uqFyxUD2IrggMyyuA4yQyOo1VTSHkMjqecP5qH3ujuPE1wxJrFwTG49ha/40z1KJYiOCCjDI5dzODopJpCyuuBv/o7J2cW/e0Gp5cfR/4iOHTsDY6bsjf53e06UWNkEByQUQbHZmZwrK6aQsprcPz3ypKO5z39yax5014bvl3RwLkLF9QgOOLJ2uD4bjXjNn+Xeho7ERyQUQZHFzM4tlRNIeX5XSqNIDjiydrguMW89u6unsZOBAdklMFxgXnnM0A1hZTH4GisNwiOmLI2OPqY197iZepxrERwQEYZHJ8Z/3Avekc1hZTH4Nhuty57NojgiCdrg+MgVy9/qx7HSgQHZJTBkRyavesZKBtCyvvp6f1HcOhYGxy9eYZDjuCAjDQ4Kk6vvevpbeldD8FhJ2uDY6QZHH9UT2MnggMy0uBIJp/YqfqOZ5sH7DzOKMERqOVfvDdDPUMjrA2Ob1c1guM29TSRNG/Sh3MD3UCEgmPe36avUM+AMImDI5mc+uLzX0gHkMohOKZcfeSuW3xc9cGiMoLDgxmnd6h6TNvyxjL1IA2xNjiS12V7Y1dLn9Zs0sv7lThOyT4vBLiJqATH8nv+UHUtWHvQLPUgCI88OOzmOTim1byH+P2qD4e1uYvgaNZrHdIPa52jeH9mb3BUDKztjW2mq2eJoCFF6UvnnOCe9I1IcMw7IP2rdnhFPQpCQ3BIeQ2Oj9o6meCo+mfBrQRHMz5qn/mH9G4RPE9YJIOjbE4om/lzp+q/Spszvg9la/FyTfb5n8sC20g0gqN838yvuuqH6mEQFoJDymNw/Gc9xznwka9qguPhtZxW3xMcTfuTsavA1eph6otecCy6cjvHKe06NoRNrXhz1K1Pc+q2BkwtzV5rW30S1FaiERy3GbfQ3W3dh88+BIeUx+C4y3EeqP5mKjgqp5Q6lxMcTfrQfDPEhtG7O4tccEzqlL6wEovVo1hsiHm1PTOorUQjOLY2f9c31dMgJASHlOfT0/epzAZH5SnOHgRHk24w782cwP6t2GJRC44vO2YurMN524DM7ua1dsegthKJ4JjuuoVeoR4HISE4pDwGx/rOeDM4nnHWIjiadJ7r7uwl9Tj1RC04zAOAjlIPY69O5rW2Y1BbiURwvO26hZ6qHidiZk/6erl6hmAQHFIeg6PU+dIMjo+cVgRHky533Z1F77D5EQuOj8xLazv1NPba3vw7bBrUViIRHJNdt9Bz1eNESfldO1ZdJB1Oj+pBhPJCcEh5DI72zsdmcExw1iQ4mjTWvDcrjd4OihELjhGue3/erqriOrXd0UFtJRLBsdQ8Apxzv3qcCJm3X/pCWetF9SgBIDikPAbHts7dZnBc4uxIcDRpSUfj3iyhnqa+iAXHma7gmKAex1rPmH+GMUFtJRLB4Yqr1YI9tGqsGG8Xbve+ehj/BR8cy0d37dhqw95vBLuVmPIYHGc4m/+QDY6Z7ZxzCI6mGW+6a/uxepj6/AmO2V/49NyN690RTgHezcXF/tm/wp6BvbcqGsHxWbvs73qVepgIud24Jf4xeu+vy1fgwTF9t/SFd2IkjzEt5jE4PnGcfRamg2PlX9Z2nCkERzNOrr3Rtn5UPUoDfAiO7y/ZxHGKdrmz3IdxRpu9UbrAhzWiRb7bpvavsHlwr+BHIziSj2cOOtKDN0ZlbVvYTzYGHRyzN89ceD0KL9fy5vVIowOqHji7Xeo4g67os27VRXmKD71R4MGRvGmN1LVu29fUgzQk/+D4cOPafwnPzn+cOasYd3JH5L8+tNS8vsXVf4OiYwM86mtEgiP5Wk1dtRtGb2TNcD3ZOEw9ju+CDo6+xqU3OsgNxZPX4PgpYV4Nu/9McDRv/gNnDbhofDTfXZZ3cExdJ3Nt6OzDodsvzl65Wn+Q/+rQcl+OHDToxs+D3EJUgiNZPu68PgPv/E49RqS86wqOU9Tj+C7g4JhWbFx62wa4oZjyfrbYR7arvRh3fMyP3Cj84IiyvIPjSON25cMr4OWZA3EU3Zn/2hBpkQkO1PexKzgK7+3CAQfHXa6Lb2qAW4qnHE5PXzn9kavPHzL8iVn+5AbBoZRvcHxp3qzW9eEp6bIzWqXWtd7j+a8L0UZwRFjZauZNu/DeLhxwcFzoCo7oHfFRLZfg8BvBoZNvcLhDfpIfI31+Zfeu/e5b5MeqEGkER5T1M27YMXm78Dsnbr76hkc85mkfzYCDY6jrjjGS++9JERx2yjc43LerZ/waCzYgOKLsS+OIaBE8z3V95QOLaqbda5aHpQMOjgfM+8WimQFuKZ5yDY7ZD9z40LcER+zlGxzDXcHxil9jwQYER6SNzbxduGcs3r6TfV/INvObXzrg4JjT1rhf3CPADcWUp+B45/BJNR/8UPO3PWo5wRFz+QbHs2ZvlLCfP3JAcETbGzWH4mh3ZSx642HjnujE5hcPODiSFxhPcLwQ5IbiyUNwrDzTce5NffR7j/QlueO/CI54yzc4ysxDtx/o11SwAsERccufv6DvwLt9OL5OGHYw/+nzTbOLBx0cZXtnprkwyO3ElIfguKzqohuU+ujRqo/2HXxMW8c5m+CIt7zfFmscur3V2z4NBTsQHPDN164Xd+9pdvmggyO5uG/NLiWr3BjoZmKq+eBY3Mpx+qfeCvt7VUveV/X/ORs5rcoIjljL/0ij/TNPHN7uz0iwBcEB37zqCo7mn1QIPDiSyXfP2muHrlc2/2SLjZoPjpsd56Kajz51nINTH7xeVZIER6zlHxwV19Tszb7RWH8mQmFZ9vmHjT0nT3DAN6+7guOSZpcPITjQuOaD4win0681H13pOONrPtrEOZbgiDU/zhY7+84BPQY+tsSPcVBgvuy3etXd/873NbjbIcEB38woMoOj+QOVERxSzQfHlpkdNvZyWv+75qMBznYER6z5c3p6oEFP1h7L4dCFDXyX4IB/djd6o7T5HV0JDqnmg2O11H4bVX4qdfZKf+0apwPBEWsEB4LzeuZIDs5hDRz+keCAf8x36J/d/OIEh1TzwVHiPFXzweTMzhyVtzmtCY5YIzgQmPKtjceAB+p/n+CAj87JXNc6e3h9l+CQaj442jhP1Hxws+O8kP7aSKcNwRFrBAcC4zoq3O71v09wwEcVV6afUOu+wMPSBIdU88GxjnN7zQfdHKc8/bWLnY4ER6wRHAjMYDM4iuvvxUFwwFdfXrTX5rud/LqnZQkOqeaDYw9nQOr//26b3VO0m7MbwRFrBAcCc6zrnYpT6n2f4IAMwSHVfHCc5XRILXSv4wxNf+n/2jknEByxRnAgMCe5gmNGve8THJAhOKSaD44JjnPKr5WVM9dynOnpL13tOI8THLFGcCAwt5i9sW79Q3EQHJAhOKSaD46VOzrO1oOOa+s4PdJfeaTEaf9PgiPWCA4EZkYbIzjOqP99ggMyBIeUh5O3fdK25p6j4+LUp3P2qPr4Oh96g+AQIjgQnCHZ3ugwq/63CQ7IEBxSHoKj8oPNq+85dptV89nC6qP5rCQ44o3gQHDKu9X2RruXG/g2wQEZgkPKS3BU/vbhw498+nvtZx1aX/SzH71BcAgRHAhQ+UU1T4vu9n5D3yU4IONXcFTM/M6P1djGU3C4verHqekjFhwNnmOqkBEcCNS3dw7qP/S1Bo5rniQ4IORPcEzsvqrjrHV8/bd8o2ktCA7fRCU4/nL4ms6q+4+2KjoIDsgQHGihpa8++NTUvNbgS3AMS5+itvSevFdlGYJj4ZHpl5u71D9gQOEiOCBDcChNGbhV2w57j1yqnqMF5p+dOgtxl1fzWIcfwXFNZp/oogM3L11jjxs9nMMFKdYHx7L9M1eebeerhwkPwQEZgkNoeOuae7vNPlRPkrOptScFLL6x5StpLjj+NmS/XQ68rMlnUaa0duro9F7LB7KL9cFxvXG1OU09THgIDsgQHDpXZO7t1vxEPUuOlmyffWJhTIvX0nRwlJ9RUvNayWUN736UMrBubzjO6n9r8UB2sT04VqxvXGtaz1GPE5rIBceKBw5au9VGvb2dgAmxRnDIvFecvbvr3MRjahRdY9xVb9DiFzGaDI4VR2W2cHLjq9jaqW+XmF2YKrYHx3uua80j6nFCE7XgmLF7+k9wQpl6FASN4JDpad7djVdPk5stzNkfb+lamgwO8/nuBxtdatUGgsMZ19KB7GJ7cDzhutIMV48TmogFx9ytMn+DBP9UKHSZ4HjtvO69LnxHPI1NKtqbd3dnqcfJybeuu+qzW7qapoKjbC1jC1s0uoq1GwqOQS0dyC62B8czrivNDepxQhOx4Ohv/BFGqYdBwNLB8eVeNX/wQ2aqB7LGbNfd3ZHqcXIy2TX7cS1dTVPBMd61iUmNLbZvQ8FxeEsHsovtwfG560rznHqc0EQrOGaUGH+ErQLf3KInhl10+xeBbwaNqAmOjzvW/sU3nq6eyBZzXXd3R6vHyckM1+wNnBPQm6aC41LXJhrdMfW2hoIjXhemjO3BkdzRuM6sFcf3prdMtIJjlOum+3mwG1sxfI3UZo6aFux20JhUcCwzdr3rwstoIelo3tCGqKfJTSdz9odaupamguNw1/3QA40tVubamyTtgpYOZBfrg2OscZ0ZoR4mPNEKjqGum+4LgW5reffa7aw3OdANoTGp4LjL/JM/qR7JFgPMS/1t9TS5ucQYvcOClq6lqeA4wHU/NLbRdXzUoX5wvNXSgexifXAkz8lcZY6y6ODm0QqOYa6bbkMnGPXPRdkNbbYo0C0FadkTA4867pov1WO0TCo4upp/8t7qkWzxRZvshX6oepgcfb9JdvaWH1K8qeA4xnU/9GnjK/l8j7q9EbcLU4XgSF67Suoa0+rscvUkIYpWcDxi3nSLvglyU9OMe1znyiC3FKRXNq+5zg6M5ZuIU8Gxgfk331E9kjVGF9Ve5p1mqWfJ1eTMdSaPF4OaCo6LzOtkSZOH+nj53KN7XDgsc1STTt+2fCKrEBzJ5DfXdNvt4Eua6NkCFK3gmL+KcUPvHOimzHfaO9sGuqngPJk5tvI+cSyOVHCsaf4hGn8LInz2WPrlgD/F8NRR3/ROPcJv2vLjjDYdHBPM6+QBHlb2ZHqfmH1jeGFqEBx2ilZwJC80bujBHkGnj3mf4iwOdFtBmWoceehM9TAtUBUcy+93vQy+n3oki8y74ZDtOh//rHqMlvn24RF3vJnXS99NBUdyL+M6+aKXtX0/8vAdupzAQb88IzjsFLHgKNsnczs/P9gtHeYKjkBfvQmMuedf66/V0+Tux8rRruc3HOdq9UiwRZPB8Vn2yF8DQ5zJIn4Gxw9PDzmu54DhH/7u+urv71xxYq9Tb/uO4IiSiAVHckm/mteW214X8IZOMB/nSpYFvLVALDePh+iMVI+Tux+HuHPDWX22eiTYosngSH6Y3jG1aPDy8EayiY/BMW9AInHMCYlE4vpfja/+OjyR6H1qz0T31wiOCIlacCST75611w4HXBH4sTFGmw90ewe9tUBMcz1Yn6QeJ3eP1ukN5371RCgQFR+OfarpE7c2HRzJJSN2a+Os14fj7QfEv+D47ymJs6f/XvnDw4nEs8aXH04c9/7Kyv+OSXSfRXBER/SCIyQL1zUe6Bo/P1OEfT3C9WDdJ6cf/mb0sOufFR/frnwjd260vkM7DwrFijtSBwfb4s9NLNNYcHx52YG77Dfk4+oPeXIjOP4FxxuJXstTHwxPnJH96t97JSamPhiZuILgiA5rgyP5aOZ9gc5BMTzA5SeHFLkfrnN5h+Csmr38O4yU/uKvuF9O6fuJchgUjrKja69U/RpvhoaDo+LS0tQPlpxp08ERBPwLjgnXjKr54JVETzNDBvyW+mBGovs/CI5cVQT1j1F7gyM5svbELfvOV4+Su5dcp/us9pL3H/5s49ofOlZ5jLuRrvnZwx8+OTF7rTqv0YUaDo6TMj95tEWHfxQI4F0qryZOyX5ya+Lmmg9+PSYxmeDIyfeXb9/aWbv3u0Gs2+LgSL55QHVybHxTDPcY/WKNur2xi/f7x6XbZH/skrrfnDMltEMXXeX6BfI5pgKQ9Vfjub+SRk9b0GBwPGBcIf9/e/cdIEV9/398aEcxFrBgCTH2grERNcXEaIp1DlCaqCgiClYUG6Jiib0LGixIsCJ2VGIH0ajYC6IUkXaUu1+a+UZFkf3tbf3M3h5smdnXzH6ejz/0bm535w03N/tkb3bGnkuGK/gfHN+f6d6a/ex0977UR0PchwiOYkzpnPwBaHFGAM1tc3A0NMx+5tE31DOUpGdub3SYWvidzXOetfUcnVt3+Q7xZVuet8DvefPyHLfrPFeRdaL6ed6Adkpzt8obHObV2DpF8Vx6keFzcKz+x1tnuUP+lV0wwH0m9dH57u2pjxbMSlryLzTvtezZnU7z/9G/avy5Q8QsqsnpjQ2fKeLePzPv+WfjC7N2TS3caobfE+czyzwKZYOGSqwSFtjW3L5/3tyt4ju+r3KXveH5oXoy2DHt9j9fg+MG13WHTvzGWNLHfT710Sj3xtRHg7oljS9nVdXuh92NH4HcX0ZF2bdfzPtWPUNUTfPmRpezG4q480rP0ab9sl/4apfM0h8v9X3mPMyzvV5YiRXCBp7T02xVzD1ZbEy0AAAgAElEQVQf8/xY3db0BnV/vfS6Z772a1CbfZe7oKzguKm76/a5aIaxpI/7Quqji92bUh8RHAV4zvwR6K6exjczats5Trvat9RzRNPjnh3jyOLu3OC584HZL5xvLD7a34HzW7xpZn27NnmJFSiN+XsRp1sx93zY86NxS+6Xlx+VeHNXxxtW57sziuFvcMT/GTV/Qk/3ruznA9z0Cb/Oc8emPiI4CuA5GWOHVepxfHJF6l/ZLS5XTxJJ0z07xjuKu/Oq1uadB2SWrzQPRG253OeR8/oofaHxbksqsTpYoZ+5fQ8t5p4zPD9Xk3O+Om/L9Fd6V8t+WMfv4Ih7zXVnZz4Z5k5IfTTYfTjnhhw0ugaHen4GfL8Yoeag0Suyf6LLK7/26FvYztwoXivy3r8y73xzZvGzni3tTn8nzuub2L/Pazz51/Z/5vg8lKLuml+u13qLfi97FpqvU7T4W3N3jeU5aHT5xsZd2+UcOl1nvLmrmJPeIJ8A3ha7uq87KfPJDe4VyQ++6eG+SXAUzvt+hDl+P7wkOD5om/0T1bxf8dVXgSONbWKvYu98h3HnTtlzkNzt2dKCvpZNo8Tl6We+zgVUUJo3t0tlhfeKJ3/MbsZ9mr1vvuBouNT4CTg152vGv5LYa5XNv+C48vTUKxirehrnNn/R7Z+8ssrbbo//EhyFO8d8FtjY94eXBIfn10QBXxW2On2S/adY26Iv97Did9m//THZxQ96guM6H6dtTiI4/DV7ymSeC2zxQfanYJC5fN4e6cX7Lmr2znmDY9lvM4+4a+5ddzN/PLiscZn8C47L3OOTb3l5yzVey/iqtzul8f+rR6Rf6iA4CjLdfE/B8b4/vCQ4upk/urtXfPXV4PkNU3997Uo4Yda8fVJ3bmnuN9/3BMezvo3aPN+DY/KvG4/q2350BE9Vj+Ltb2yvnhPVLj418RrqOuflOaffkocuPW/0R82daXRB+lfYv8193W1ZS/PHw/Xxj2El/4Lj01r37M9Wx759sb87aGX888eGj2pc/KDb6+VVsa9ucXsuJDiK0SO7lXfw/xqqkuDwXLSrc8VXXxU+7NWmsRj2n17KnetGNZ5MrsXeT3mW7mV8V7pU4sJVfgfHyHScHyq+LB0q4RVzN/Jr79fmj7/s8vvyvLxRf2Wnxlu36Dkzf3A0NEw8bGOn0x/HN2nWuZ4e/60/fwR7+XgMx3M9XLdHf9d1B3zR+Oltbv/G//1wtev2HtjDPbzpuSQIjjWZt0N6I28dwNmfgw2Oty/t3/vMZ5os3s780d06uNVXt3kPj7m/5IOIV0y7/9FPcpY9ZfwbrhLHjPodHDdkx+/l48MipEaau5FWXxZylxW90rff/PM1X56+6V09J9s7orSRkebnQaNL7jy1d/cjz3k4eaxGKjhisWkX9O95/C2Lmt6e4FijOYckt/EtHgngwYMMjgX9k89ge+WePrzW/NE9LKjVo1iXZ359N7Qi6/M3OGab17N7xL/HRUgd43nNodmLppjOy95++6+LC46G35pru76kiZERwLtUCkZwrMXfhh6wT6/Ri4N46ACD48v0ibKd9XOuOzfe/NEdF9DqUby7k5ft2eDayqzO3+Aw30XgHOrf4yKkBnqC460C7vGJ+Xbya4oMDvNdXBvMLW1kpBEcdgowOIw39G7ufUt7vXG0QDeuAh0ii8YN7jFozBdrv6Ev/A0OzxlrOvr3uAgpT2G2K+SwnSvNe+xSZHDU/z5731tLmxgZBIedgguOl82314z0fu3jLukv/PjDYNaOCPA3OMxjXh2HU4lVvfdaGd/vgn4z29uziXxdXHA0fJE+Y16LkWu/MdaM4LBTcMFxuvmzvXPOFz87OLn84FnBrBxR4G9wHGBucO39e1yElXEd+tbTCrnDnzzBsbTI4GhYelnjxX9a7P1kCbP6btbEcU82f5aR0CM47BRccPzB/Nlu3eRdlq+O7Ndv5KvBrBrR4G9wnGlucPv497jFevvC3oeccG+eM0DAZwu6Zr7fVxd0h/7mJtLqu2KDo6GhfvoDj+W+uUti6v6NB+S3O+4z9SClIjjsFFxw/Nrzr4kItziC4m9wvGaemUn2LoIlxyVf6N/madUEFpmXOm5ng9sLu/1oc5e0b5HHcITJXemLQ2xR7IWUwoLgsFNwwdHL/OHmGD405fN5OI7Nbm87q15gWJI+iatTc79oBKs8e8Ivdjvwz4VeYurLDY190n3RDY5ns+cE6RLRKxERHHYKLjg8/5roHsw6EGk+B0fdfpm98Hs+PmxRBmW3+R9xPHTojM1+e37/Q2SDo34XY9d6knqa0hAcdgouOBZtmv2haDElmHUg0vw+tfnSs9ontrbDZb/Zfr+18VRwrGoKNOvS9O/d9vlHkWcaDZHnzX/LrR/No4UIDjsFeB6OB7O/Ux8c0CoQaf5fLXbuHecMu154udjLzKeCTpxiJnye/kXj2/U7j6qLRTc4Lje3MucV9TglITjsFOSpzcemj2wauCyoVSDKArg8vdhRnqeCULyfATlmPn7/qyuau1psJAzzbGWT1n6HECI47BToxdve7re+47TZ75HAVoBIq77gONzzVPCOehw0L8LBMcqzlb2gHqckBIedAr48/bKP3g7kEjCoBtUXHKeazwSteC94iEU4OCabW1mHaO5gCQ47BRwcQPOqLzgeMZ8KfqWeBmsQ4eBYvrWxlfVXT1MagsNOBAdkqi84VnQ1ngruU0+DNYhwcJjH43f6WD1MaQgOOxEckKm+4Gh4qX3mqaCXehasSZSDo+GKdHGs/4x6lBIRHHYiOKz0zphRo/UnRa7C4Gh4olPqqaAP16sNtUgHR8OkHRMb2R/fVg9SKoLDTgSHhV79TWJvtfuz4jmqMTgaPj9588a3Zj2kngNrFu3gaKh/+cZRt32gnqJ0BIedCA77TOyQ+kd4m9HaQaoyOOLmfhTNsz9aJeLBEXUEh50IDuu8+aPMYQZttK9xVGtwIAIIDimCw04Eh3UOMd5Isbt0EoIDMgSHFMFhJ4LDNrPN64s505WjEByQITikCA47ERy2meQ5L/LNylEIDsgQHFIEh50IDtvc5QmOUcpRCA7IEBxSBIedCA7bPOYJDun7VAgOyBAcUgSHnQgO28yvMYNDeuIgggMyBIcUwWEngsM6fYze2Fc6CcEBGYJDiuCwE8FhnY82zPRG+1elkxAckCE4pAgOOxEc9nkuXRzriM+/TXBAhuCQIjjsRHBY6MPejcdxtDroDfEclQ+OOVcd0m2/U16q7EoRRgSHFMFhJ4LDSl88csfE2eohKh8ct22QeGWnxRELKrpahBDBIUVw2InggEylg+PKzMErey6u5HoRQgSHFMFhJ4IDMhUOjpdbZd+eM6iC60UYERxSBIedCA7IVDg4DjLeD9zmowqu2G51D53e/6Q75qvHyEVwSBEcdiI4IFPZ4FjoOePZtZVbsd0mbZn4++54jXqQHNENjvpl6gl8QHDYieCATGWD4zXPOd0HV27FVhvdKqR/4xENjs+HbdemZZeB76jnKBfBYSeCAzKVDY6pnuAYWLkV2+zlNiG5bk8T0QyOh9ZL/l3WhO0Fo2IRHHYiOCBT2eCY09IMjosrt2Kb7W/8lXeuU09jimRwPNq6Wn4nSHDYieCATIUPGv25GRzTK7hie81uZf6dP6IexxTF4Fi0afYvs+Y99TRlITjsRHBApsLBMcF47vtDBddrsac8v8a6VD2OKYrBcaP5t3miepqyEBx2IjggU+kTf/XL7Kw3+bCS67XXg57gOEc9jimKwXGY+be5rXqashAcdiI4IFPp4Fg6ML2vfrOSq7XYK57guFE9jimKwbGb+bdZU68epxwEh50IDshU/uJtz/bYyGm311WhOnqxmi3vZD5FvqMexxTF4PAchbSOepqyEBx2IjggI7k8/fKKr9Fm5xjPkH9SD+MRxeDoZwbHHuppykJw2InggIwkOFBJC7tmniA7vasexiOKwXG/GRwXqqcpC8FhJ4IDMgRH9fskfdzBpi+oR/GKYnDUd8v2Rucv1dOUheCwE8EBGYLDAnWXbd34tqBTZqsHyRHF4Gh4f5N0b7R7Vj1LeQgOOxEcCFrdlPGTZuX7AsFhh0+nfrBCPUMTkQyOhvf3SvbGNi+qJykTwWEnggPBmnfyuvEdZMv9Xmr6pegFx0c3DBs++jP1FPBBNIOjof7h4369T9+7lqrnKBfBYSeCA4F6b5v0aQOaXrsrasExt1/iciw1Jy5WT4KyRTQ4qgXBYSeCA0FauEPmKLdWj+Z+MWLB8em2mXckzlfPgnIRHFIEh528wfHU0Tv/ZI9T/q4bB1XmfON9fNssy/litIKjfu/sH+Wwsh7o3t67br//ZXP9GgylIDikCA47mcHxZepU/a3PCN8hXshjxgnbtN1g7ytC/AJ//RbmmQNyX+KIVnCMM/8ok0t/nA9S723seI9/s6FoBIcUwWEnIziW7JXZnR4tnQmFGdUm+d3q8op6kma9bz5JO2fnfDVawXGw+UcZUPLDfLxZ+jFajPFxOhSJ4JAiOOxkBMdpxv70bulQKMTIzHdr3dfVszTnBU9wHJfz1WgFh+fFmt1LfpjfZh+kbbjOvWkXgkOK4LBTNjjmtTX2pztqp8LaTWuZ/XbtFtYLR87wBMewnK9GKzjWM/8oW5f6KM/48zoJykVwSBEcdsoGh+dX1OG6sCPyOML8dj2snqYZ3quF3pvz1UoEx2O1m7TouP9ffDgqaRvzj/KLUh/lFPNRNip/KpSI4JAiOOyUDY6R5p7QmaQdC2u1vvntOkE9TXNOMobsnHt0a/DBsTidZXvNLPuxBph/4cNLfZRDPD9mX5Q9FUpEcEgRHHZqLjjC+k9mpMz1fLvCdeVvw+eds0PenvvFwINj+Z8yK99uXrkP9orxO6y275f6KAd6vm+8NVaG4JAiOOyUDY67PHvCGdqxsDbzPd+ug9XjNOuFzC9Vmr4oEHhwXGf8FZV/vMSQ7INdXPKDDDa/bRuUPRNKRXBIERx2ygbH3BpjT7itdiqs3SbmM9dp6mma9+5BiQl/Mr7plwIPji7GX1Hrsi+Bsrx/5q+79IN0J5nftt7ljoSSERxSBIedjLfFGv+Aa/rqN8LmOPOZa4p6mjV5f/SFVz27PM8Xgg6O1z2vAvmwTd+za/xxWu79SBkPUb9HdqJW08sfCSUiOKQIDjsZwbFot8yesFdY32aJjPfbZZ+5DlAPU5qgg2OiJzhG+PGQnzwzpcxXSt7MHu17iR8ToTQEhxTBYSfz1OZzf5/cD7YcnHvRC4TQ2MxBjD/+VD1LaYIOjkc8wXFRkKsqwqtbJuepuVI9idUIDimCw07ei7dN7LlVpx2PC++ZsmGakDoe85efqCcpUdDB4T2x+oQgV1WMuqt/tXGHHYe8p57DbgSHFMFhJy5PH2Hzr/rTTt36PaQeo2SBHzS6m9EbP1oQ6KoQMQSHFMFhJ4IDMoEHx4N+H8KBqkFwSBEcdiI4IBP8mUZPzfTG/hyXBBPBIUVw2InggEwFrqVySfK9PC2Pqwt4RYgYgkOK4LATwQGBebefeOTpE7+qwMXbPh55wG77ns4JL5Ayc+R+O+x17GSCQ4vgsBPBgcq7Mnkuim1eiNLl6VENru2Q/BXbQf8iOJQIDjsRHKi4gZlTbU4gOFBJ2UtU7voVwSFEcNiJ4ECl3Zh960gNFwlEBU0xrvg7iOAQIjjsRHCgwuo2Nt6sGt7L3KIK/d7Y9Fp9SXDoEBx2IjhQYQ+bp/9sPUc9DuyxwLwitjOa4NAhOOxEcKDCLvaccPwZ9Tiwx3TPpncawaFDcNiJ4ECFDffs9R9WjwN7TPNseicTHDoEh50IDlTYdZ69PmfIiLJlk8fcNmW5eoqCzWtlbnrXExw6BIedCA5U2Axzp995hXoclGzZRYnrFXe+OjLfxF+Y294sgkOH4LATwREu9XPr1SMEznyrwKXqYVCyhb9NfxcPW6qepUATjU2vJ2+LFSI47ERwhMiym/du7bT+xejovEZdknc6Znb63f6pHgYl65598h6knqVQgzIjd1lGcAgRHHYiOMJjZrfUvnDvz9SjBOuFzqk/6D7LONNoZD1hvFrQcpp6mgKtOC116q+ffcmpzZUIDjsRHKHx5U6Z/ffPFqqHCdbskzeJ/ym3v34l11KJrt7m8RAnqacp2NRjflqzyf6jl8cIDiWCw04ER2icbOy/z1APE7QVH037rBKXp0dgfmoGx57qaYpGcEgRHHYiOMJiYXtj/73OEvU4lUBwRNl6ZnBsqZ6maASHFMFhJ4IjLDxn/HYeU49TCQRHlG3JKxwoGcFhJ4IjLG70BMet6nHyWfHYsD4Dr/nEt8cjOKKsl7m9nqiepmgEhxTBYSeCIyzGeIJjrHqcPF7smhit5jS/zrpAcETZ41F8l0oWwSFFcNiJ4AiLFzzBMVU9TlOPtUsPt79PxUFwRFptdnM9Xj1L8QgOKYLDTgRHWNR3MXpj6/Cdb/TTDbLjneLPQxIckbZw3/T2cHCdepbiERxSBIedCI7Q+IsRHOPUwzQ12Biv5iNfHpLgiLalIxMRutFVkbmWiqHU4Jj/3JNv+T2LhQgOOxEc4TEw84Q+WD1KU/WbmL/xudKXxyQ4oq7uiVtGPxPNM/GXFhyvHlQT3/x/fFkEX9IJF4LDTgRHeNRflDwVR4fL1JPkMctziMlRvjwmwQGZkoLjtprUD8BeswMYySYEh50IjjCZeXntft2vmKUeI593PcHR05fHJDggU0pwTGqV+Qn4xbIghrIHwWEnggMFWdTKDI6TfXlMggMyJQRHnXmusxsCmcoaBIedCA4UZh8zOCb68pAEB2RKCI77zR+BrkEMZQ+Cw04EBwpzj7Gz3cGf4wQDDI76B47cu9thNy8O6OEReSUEh3l5RceZF8hYtiA47ERwoDD1h2XfFTvFn4cMLjje/3ly0s2fCObxEXnNBsfsz5u7i+dk7s7fAxvNBgSHnQgOFGjRoak97boP+vSIgQXHB53TzwptHi7+3nNu7Pv73leF8tBd+CZ/cLzRdwPHWa/X9Lx3Od4THDNLXvXsc3br2KnbyC9KfoAqQHDYieBAoerv7NbScToO+NCvBwwqOOr3zj4tbFD0+xevXz9xxw4Xh+9sr/BP3uC4rk1yq2l1eb673GL2xmYlbx4T1ks+QqdHS32EKkBw2IngQBHmv/6Rj28HDCo4JplPDMOKvPPwzD2PDWI2hES+4Bid3WyuyXOX2T8ytqvTSl3xhJaZl98s/oUfwWEnggMyQQXHcWZwbF/cfR9qkb3r6CCGQzjkCY5Z62S/9+3yvY53cfbrneeUuN7Z6xsPsrDEB4k+gsNOBAdkggqO35jB0aa4C310Ne66eTRP2o1C5AmOEeZ2c0ae+9T3S3+14wulrvd8cyVXlfookUdw2InggExQwfELc5/esqjfAc0w7+o8E8R0IbP4xkO77nHEPVG8/lpZ8gTHL83v/W757lR/VcfEF/d/u+T1djNXckDJDxN1BIedCA7IBBUcfcx9+o+Luuu9nuC4PojpwuWpzZN/1K62XQI1T3D8xPzeb5j/bosmnHfGVeW8I3YjcyXblPFA0UZw2InggExQwXGnuU8/rvS7On8OYrpQeSR9NTKn45vqWQqx6Ol7Hi/16AmvPMGxg/m97+LLWprqbK6kyAOMqgjBYSeCAzJBBcfSrbO79DbFvfj9rCc4xgcxXZjM7ZT9w3YN/29VPj2mXXzQ1of60UZ5gqPW/N7/wYd15OP5fd/BAa0k/AgOOxEckAnsxF/Ptc3s0os8LG+p8R4Cp83cQKYLkfPMZ7971NOszbRNU5Ou48Op5/IEh3n2/sDeonSZuZJbA1pJ+BEcdiI4IBPcqc0np35TXnN1sfc823g68P1EHO9celSfs571+1HL8DPz2a+Xepq1mLVpZtR2U71fmnND3wN6X/VpMY+WJzhW7J79y9gpqMvPLzB+p7JVXUArCT+Cw04EB2QCvHjbFxfs2q7NVie8W/QdF+2WfTrw52CBjAX9k6d82is8R0sYJ55wnD3V06zFAGPWfTxfSZ0ctv2FRZz9M09wNLyfSZqNZpQ9bnOezhw2s84rga0k9AgOOxEckAnl5ek/S58Xfef3/X3g+bumn2jWf9nfRy5dOzM4dlVPs2aL25vDmm8UyZ4c9pjCHy5fcDR8vF/ycX7l8/fe49ktkivZeurab1u1CA47ERyQCWVwNCy/+ect48++V/r9cnf37LPlFgt8fuxSbW8+hx+mnmbNvMfz3pD9wkPG4lsKfri8wdHQMOWMww49bXL5067J4hsO3HGnw0YvDXYt4UZw2InggEw4gyOu7lP/f7n+knHOdOdC3x++NKeYz+EhP4Jxgic4RmS/sIuxeNOCD71oJjhQGQSHnQgOyIQ2OIJwqvl02VU9TcrHxu9UuoT8CManPMGRPRrYe3LYgl+cIDikCA47ERyQsSo4fm8+LRZ5gZfgjMmMVBOmd8/k80WN+Tf4Ymb5fZ7guK7QhyM4pAgOOxEckLEqODwX6nAWq8dJG5M6FHOjJ9WTrJV5Xq6dsu9HucvzF3t5oY9GcEgRHHYiOCBjVXD0NJ8WO6mnyfr4tJ3arbvnyPnqOdbu7XUzf3+tHssunuIJjoJPDktwSBEcdiI4IGNVcNxsPi32UE8TSZM6pHvjWmPp0g3M31UVfHJYgkOK4LATwQEZq4Jj4SbZp8UWU9TTRNP0Xyd/n/K4Z+m5RnAUfnJYgkOK4LATwQEZq4Kj4b6WmafFwepZImvGzRdd+3LO+UQXZ89IvnXhV78hOKQIDjsRHJCxKzgabk+/zeK4oK7TYanP01dg7VrECUIJDillcHz9b6j8N/73r54BlloZi61Uz1BJ7/Vbz3Fa7/e4eo6q84/b9mnptNj92voi7hPf8f03sIGwNl8Lg+O7yq0KAFS+WzynyZ4Wfvh++Ur1CChCkyf9Sr7C8RVUGl/ZUs8AS8V3Ot+pZ4Cl4ju+/6lnsJjyFQ6O4dDhGA7IWHYMB8IkxjEcShw0aieCAzIEB5rzzsMT3w50BQSHFMFhJ4IDMgQH8rtzh8Y3nWx7e/3ab1oqgkOK4LATwQEZggP5LD8yfV6N3sG9gZjgkCI47ERwQIbgQD6nZc8cemJgKyE4pAgOOxEckCE4kMfrrbLB0fKVoNZCcEgRHHYiOCBDcCCPIeZl7gYGtRaCQ4rgsBPBARmCA3nsbgbHjkGtheCQIjjsRHBAhuBAHluYwbFhUGshOKQIDjsRHJAhOJDHTmZwbB3UWggOKYLDTgQHZAgO5NHfDI4jgloLwSFFcNiJ4IAMwYE8njSDY1JQayE4pAgOOxEckCE4kM9h2d74Y2ArITikCA47ERyQITiQz5c/T/fGbvMCWwnBIUVw2InggAzBgbyWnNq2MTdqhi4Kbh0EhxTBYSeCAzIEB5oxb9zIC+6eG+QaCA4pgsNOBAdkwhkc08/Yv9vBl3+uHgPBIjikCA47ERyQCWNwLDmmZeLogR9dp54EgSI4pAgOOxEckAlhcCz9beYNEuerZ0GQCA4pgsNOBAdkQhgcZ2bfkdniSfUwCJBdwVGvHiAXwWEnggMy4QuOue2Nc079Qj0NAmRRcEw6rJOzzm9GL1fPYSI47ERwQCZ8wXGneZLLlp+px0FwrAmORd1T2/MeH6tHMRAcdiI4EIi6z5YlP5g2dvQTdflvE77gONcMDucZ9TgIji3BsfwP2QvhBfo+4+IQHHYiOOC/uj//zHFa7j16RcMdP23c06171uJ8NwtfcAzzBMfj6nHg8dnbPp541JbguNbYoPurh8kiOOxEcMB37+2Y2sH9MnPhz91n57ld+ILjRk9wvKceB1nzh3eJf0t2vnqpT49nSXDUdzE26FafqsfJIDjsRHDAb5//xGnq1yua3jB8wfFBS2Pk7dTTIOvV9BNnN5+eNC0Jjtc9P4W3qcfJIDjsRHDAb0fm6Q3H+UvTG4YvOBp6GROPVg+DjA82znxbdvXnAiuWBMdEzw9heM4tQ3DYieCAzz5vlTc4ftP0liEMjs+zr0Afmuc1GYgYV6x3zvXlES0Jjsc8P4QXqsfJIDjsRHBUjZfPqj3opEkFPUvWvzx+/NSgzgV0V97ecNo2XV8Ig6Ph/a6pefssUY+CjA9aGFtSJ19OKGFJcHzo+SGcoB4ng+CwE8FRJWYfknrBefpab7riui0ab9nlpmCS45L8weEsaHLLMAZHw7Ibftne6XTYY+o5YLjVsyW95MdDWhIcDXsaf3E/avozqEJw2IngqA6fb53ZqbywlpvWZV6e7u7XEf8eV+fvjZpovMKREKpzMqKhYYRnU7rXj4e0JTgeNv7iRqqHySI47ERwVIf9s3uVzdfyz5gB2ZueEMQoT+QPjl83vWVogwMhc7lnU/Ll1SdbgsM4t8zvQxTSBIedCI6q8KS5P75ojTd9wfh1eMupAcyydJO8wTGm6S0JDhTmUXNLaunLG2OtCY6GP3dI/LW1GtTMCX8lCA47ERxV4Xhzh7zbGm96rHnTQF7i8J49K2XvSJyHA+G0tLOxKe3ry0PaExwNM0cduMf+w/6uHsOD4LATwVEVfm0+t7dd4013Mm+6SyDTZM4v6uya/qDrrDy3IzhQoFuy22zr53x5RIuCI4wIDjsRHFWhm+cl5zX+qnZj86abBTJN/cjkVd473tIwOvGGmHan5j2uhOBAoQamN9kW1/rzgASHFMFhJ4KjKrhmRWy+xptub95054DmmXll7wP63dR4qa0VU0ZfO7GZc0MSHCjYFeslttgtfHmLSgPBIUZw2IngqAqewybWfE3IfuZNj6nQfPkRHCjc3FuP73HieN9Ox0ZwSBEcdiI4qsJC46C6Vms+9ddTZnBMqdB8+REc1WL5U1ecd8MM9RRFITikCA47ERzV4aHsBUzWdqmJ2mxv9KrIbM0iOKrEPckr0JkbmbAAACAASURBVPzuDfUgRSA4pAgOOxEcVeLu9qlj6s5a2wnLF/wy3Rv7+nPdzZIRHNXhnPQGtd5k9SiFIzikCA47ERzV4oOBGztOB3dtJzaPqztnncZnh3VHBHJm8yIQHFVhbPYls04fq4cpGMEhRXDYieCoIvPynewin8UTr7rq4cWBzlIIgqMa1G0WmqOQi0FwSBEcdiI4IENwVIOHzKOQ1w3T6bPXiOCQIjjsRHBAhuCoBueZweG8qh6nUASHFMFhJ4IDMgRHNRjiCY7IHDZKcEgRHHYiOCBDcFSDCz3B8aZ6nEIRHFIEh50IDsgQHNVgitkbnfNcFDicCA4pgsNOBAdkCI5qsKKrERxnq6cpGMEhRXDYieCADMFRFZ6tyfTG9nmvChxKBIcUwWEnggMyBEd1GNc21RvbvqsepXAEhxTBYSeCAzIER5WYfmDreG5scNp89SBFIDikCA47ERyQITiqxpzJ976gPlN+cQgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbgiJC66ZPfqlcP4SOCQ4rgsBPBARmCIzI+7P8jx3E2PXehehDfEBxSBIedCA7IEBxR8cQGqVN77fi+ehS/EBxSBIedCA7IEBwR8dqPMicv3+FL9TA+ITikCA47ERyQITgi4tfG5dnOVA/jE4JDiuCwE8EBGYIjGl43L0Dfabl6HH8QHFIEh50IDsgQHNFwtRkczlT1OP4gOKQIDjsRHJAhOKLhLE9wTFSP4w+CQ4rgsBPBARmCIxpGeYJjSnLhpxft33WfE/6mnawMBIcUwWEnggMyBEc0PGb2Rk3yGvTXdkh+2iOq71ohOKQIDjsRHJAhOKJh6RZGcByWWDQy8/mei8XTlYjgkCI47ERwQIbgiIg7sr3R/o3GBc+2yC45QT1daQgOKYLDTgQHZAiOqBiW+YXKXxOf/854yaPNTPFwpSE4pAgOOxEckCE4IuO2zom42CV5kOi81uZRHTeJZysNwSFFcNiJ4IAMwREdSx4458SRU1YkP3nF87aVU7WTlYjgkCI47ERwQIbgiKgXPMFxknqckhAcUgSHnQgOyBAcEfVZCzM4rlSPUxKCQ4rgsBPBARmCI6r2MHqjxdvqaUpCcEgRHHYiOCATnuCYN3pQjxPviegZJQT+agRHd/UwpSE4pAgOOxEckAlNcFy1fuKpc9N71INExpGZ3ujymXqW0hAcUgSHnQgOyIQlOE7M/HbgCvUoUbHshNRhHD97Xz1KiQgOKYLDTgQHZEISHLdlfz3Q6mn1MJHxXN8tWnf67a3L1HOUiuCQIjjsRHBAJhzBsdy8Usje6mlQIQSHFMFhJ4IDMuEIjqfNt3i2+FA9DiqD4JAiOOxEcEAmHMFxjecsVg+px0FlEBxSBIedCI4qseiR0eNnVHSN9S/ceOnYT8p5hHAExyhPcIxTj4PKIDikCA47ERxVYe4J7RqfLXd9tHKrvG+bxK8gDivjXQrhCI6xnuCYoh4HlUFwSBEcdiI4qsF7W6WeLluOqtQqL0if3XrDl0p+jHAEx6ctjd5Yf6l6HFQGwSFFcNiJ4KgCi3bIHvR4d2VWeWf2OXrT2aU+SDiCo+EIIzjOVA+DCiE4pAgOOxEcVWCk8Yy56aJKrHHJZsYqS75aaEiCY2b2D7PzQvUwqBCCQ4rgsBPBUQW2Mp79nfGVWOMD5ho7LS/xUUISHA2vb5n6k+xe1jGwiBKCQ4rgsBPBEX2zPEc9Dq3EKs/yrPKtEh8lLMHRsODcn8T/GDtdWaceBBVDcEgRHHYiOKLvNc+zf+9KrHKQZ5WlvrMjNMER99lbc9UjoJIIDimCw04ER/R96nn2L/mIimKc61nlOyU+SpiCA5YhOKQIDjsRHFWgi/nsX5G3qTxmrnHT+hIfheCADMEhRXDYieCoAucZz/4bLajEGpdtY6zy7FIfheCADMEhRXDYieCoAguMt6mMqcwqJ7XKrHHbL0t9EIIDMgSHFMFhJ4KjGrz549STf4tzKrXKm9ukVvnTt0t+DIIDMgSHFMFhJ4KjKsw6snXixYb7KrfK53/VeHLzDieW8eYOggMyBIcUwWEngqNKzPnrVaNfruwqP3rwzqcWl/MABAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBmWoKjnnjLrxw3Dz1FCgYwSFFcNiJ4IBM9QTH4lPaNp54re0pZZ2XBBVUJcHx+km7dN6+1yT1GEUjOOxEcECmaoJjfrf0hWX2/EI9CwpTFcGx4ozUNY1+X8YJfyUIDjsRHJCpmuA4OHvxvIPUs6AwVREcx2a2u10WqmcpDsFhJ4IDMtUSHI85hkfU06Ag1RAcfzW2uxPUwxSH4LATwQGZagmOfmZw9FFPg4JUQ3Dsamx3bT5TT1MUgsNOBAdkqiU4djCDYzv1NChIocGxfPKfh18zPehpSvKRud05Y9TjFIXgsBPBAZlqCY5Nzf3+JuppUJACg+PeLRPf1b2nBj5Q8SZ7gmO4epyiEBx2IjggUy3BsYu5399ZPQ0KUlhwXNQi9W1tPzH4kYpFcBAcUUNwQKZagmOwud+P2MF71iooOO5tkfm+/ujtCgxVHH6lQnBEDcEBmWoJjumtsrv9lq+qp0FBCgmO5T81ntB7VGKq4nDQKMERMQQHZKolOBpOzu73h6pnQWEKCY6nzVcQar6sxFhFmRDdV9YIDjsRHJCpmuBYnnljbN/l6llQmEKC43LP7yyercRYxeHEXwRHtBAckKma4GhoGLt9415/+zvUc6BQhQTH2Z7geLASYxVnxbDUb/P+wKnNCY4oIDggU0XB0dDwzsSJ76hnQOEKCY6rPcHxYiXGKtbrJ+2yCRdvIziiguCAH774eFnxd6qq4EC0FBIc083eWH9pJcayBcFhJ4IDZfv85C0cp+Z3DxV7P4IDMoUER8PeRnBwOLCfCA47ERwo15OdUrvkPnXF3ZHgiIh5t5945OkTq+tf+AUFx9T2md7YMmpHSYSbn8Hx3eRz+/U4auTzP5gLh7hp9xEc4UFwoEwvZXfKvYq7J8ERDVeun/ju/jR6RwqsQUHB0fDQOuneeCP4kWziY3A0nOy6PY6Ol8WIb42lR7u9+yY9THCEB8GB8qzoarzsfF9RdyU4ImFg+rvbKlons1yzwoKjYUZtTfxPvt4QXt/wl3/Bsfost/+rq2L/u9d1xxuLe7ofNHcPgkOH4EB5HjUPrPtVUXclOKLgpuy3tyaMlzArUYHB0dAw/5kHXijyd4VYK/+C4z3XfS/xwdXugOzSb1x3LsERPgQHynOaGRytFhVzV4IjAuo2Nr6/f1BP45+CgwNB8C84po84L/nB8677TWZpg+suIzjCh+BAeY7wnKvgnWLuSnBEwMPmt7f1HPU4viE4pAJ4l8qLbvfsYaMLXPcrgiN8CA6U5yhPcHxSzF0Jjgi42PP9fVo9jm8IDqkAguNq98LsJzPd2oYHLzj5zJvzHMlBcOgQHCiP53oTnVYUc1eCIwKGe4Jjonoc3xAcUv4Hxwe17szsZzPc2j7Jd8Ve81162Wn7Jz24GjLx74N6BETZ/NbG89FJRd01xsYXfrd7guND9Ti+YduT+i63F8oNjs/6uvcbn77suqe+/tV3X97gumPSywZ1Sxpf5qoAyJyafTpad5F6GPhtjtkbnX9Y+x2AtfM7OF4+3L1ztfH5ijdnJFcx1q2tSy0jOIDI+2bfzLsmJ6tngf8ONoLjcvUwqBL+Bsfq8W7t4/m/9FV39+nUh5/OSJr/b6j8N/59UM+AaFt+fPIa2dv8rcg7rozFVgYyEXz0fsdMb+y2XD2Mf+I7vv+qZ7DY134GxzeXuX3fae6Lg91xOUs4aFSHg0ZRvhkjex04aELR19rgoNFIeH6TVG/sOVM9io9iHDSq5OdBo9+c7w5e3OxXB7n3EhyhQXBAhuCIhtlDG0/+td0VVXW+TYJDysfgWHmBe8Z/che+/kjqJY//1LovEhyhQXCgTO+esGXrmp3OLuGUUARHVKz4cNos9Qw+IzikfAyOv7gnNj3H12Xu4OSl3Ma7Pf9BcIQGwYHyXFuTfL294yNF35XggAzBIeVfcMxxa+eYnz82fFT8vzNr3REL4m1xb63nkm4EhxjBgbJcmzmisOapYu9LcECG4JDyLzhucmv7pr0W//w2t3/j4me6u27fgfH/3NTkrdwEhw7BgXK8V5N9z+SPlxR5Z4IDMgSHlH/BcZWbNTUbHLEFY046vOfAq99veg+CQ4fgQDkGm6eFuqXIOxMckLEsOF65+IRTRs9WT5EVwLVUCkZw6BAcKMfWZnC4xhfq7j7qgIPPmrbGOxMckLEqOGb8JvED2u7MZepJ0ggOOxEcKEN9jRkcu2e/8ORPEktaHD5/DfcmOCBjU3C8nDl32/5heWszwWEnggPl6GAGx16Zxfe3SS/b5cvm70xwQMai4Ji/WfZn9CT1MCkEh50IDpRjVzM4jkwv/fhH2YW9m78zwQEZi4LjXONntM276mmSCA47ERwoxwgzOO5PLz3BWNjitWbvTHBAxqLg2Mb8Ib1IPU0SwWEnggPl+GLD7K6sW3166SbmHu68Zu9McEDGnuBYZP40Oj3V4yQRHHYiOFCWJzOHjW78fnrZ3AL3cAQHZOwJjlmeH8c/qMdJIjjsRHCgPFOS70dxfp7pjYaZnj3cIc3eleCAjD3BsbyN+eN4tHqcJILDTgQHylQ3pude+xz1YH12yfK25h5ucLP3JDggY09wNPzW/HEcq54mieCwE8EB//3J3MM91OzNCA7IWBQcE4yfxs0Wq6dJIjjsRHDAf08Ze7idljd7M4IDMhYFR8NhmZ/Glvev/dYVQXDYieBAALLvi23/cvO3IjggY1NwLDww9dNYM1o9ShrBYSeCAwFYnr6o24aT13ArggMyNgVHw4rRO8V/GNse1vw5cSqN4LATwYFAPHvYOo6z1Zlz1nQbggMyVgVH3KfPTV+onsFAcNiJ4EBQ5q/tQlEEB2RsC46QITjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4Qm/poyNOufDZFeoxAkBwQIbgkCI47ERwhN1fuySvgfaUehD/ERyQITikCA47ERwhN6pF6qokrf+iHsV3BAdkCA4pgsNOBEe4Pdgic93VmjVcdzWaCA7IEBxSBIedCI5Qq9/OydpPPY3fCA7IEBxSBIedCI5Qe9HoDaflTPU4PiM4IENwSBEcdiI4Qu1GMziciepxfEZwQIbgkCI47ERwhNolnuC4Uz2OzwgOyBAcUgSHnQiOULvdExzV9s5YggMyBIcUwWEngiPUPmxh9Eb7xepxfEZwQIbgkCI47ERwhNtBRnAMUg/jN4IDMgSHFMFhJ4Ij3N7pmOmNLrPVw/iN4IAMwSFFcNiJ4AiLJfV5F0/ZKNUbP32jwgMFj+CADMEhRXDYieAIhRd7beS02XnE/DxfmnnsuvHc6HT6vIoPFTiCAzIEhxTBYSeCIwRWnJ46NrTz3/J9ue7Vx19fXumZKoHggAzBIUVw2IngCIFTMsdprPOqepZKIjggQ3BIERx2Ijj0njXeibLLCvU0FURwQIbgkCI47ERw6B1sntxrknqaCiI4IENwSBEcdiI45Fa0N4PjJPU4FURwQIbgkCI47ERwyM3ynL78EPU4FRTC4Ki788j9Dxo2VT0GAkdwSBEcdiI45OZ6gqOHepwKCl9wPNEl8U1o0SPfG5RRTQgOKYLDTgSH3sZmcJyrnqaCQhcc97VJfxt2pjiqHMEhRXDYieDQO97ojRbT1dNUUNiC4+N1st+IXuphECyCQ4rgsBPBofdhh+zzXE/1MJUUtuA4wdbysxHBIUVw2IngCIHxrdNPcztU4QnMmxe24Ohs/m7rPPU0CBTBIUVw2IngCINJmyef5A6dq56kokIWHPM8R+9a9VqThQgOKYLDTgRHKCwefcQ+Bwx9Tj1GhYUsOD619v3JNiI4pAgOOxEckAlZcCxvZwbHiepxECiCQ4rgsBPBAZmQBUfDgWZwTFRPg0ARHFIEh50IDsiELTgmG72xs01X0bMRwSFFcNiJ4IBM2IKj4cRMb7R/RT0LgkVwSBEcdiI4IBO64Fh+Uqo3NnpaPQoCRnBIERx2IjggE7rgaGiY4q7rONsOt+vtyVYiOKQIDjsRHJAJYXDEfVmnngAVQHBIERx2IjggE87ggBUIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IjipaP/u36LTbp/oR6jjIRHJAhOKQIDjsRHBH08R5OUu8l6lHKQnBAhuCQIjgKt/Tvz72rnsEvBEf0zNnaSTt4hXqYchAckCE4pAiOQn08YL34nv7HIxerB/EFwRE9/Zysm9TDlIPggAzBIUVwFOipjqldfdeP1KP4geCInJmtjODYSj1NOQgOyBAcUgRHYV77UWZfv9NC9TA+IDgiZ7Rjeks9ThkIDsgQHFIER2F+Zezrz1EP4wOCI3LO9QTHJPU4ZSA4IENwSBEcBZlu7us3ivQRe0kER+Rc4AmOKL81luCADMEhRXAU5CrPzn66epzyERyRc4+5Cbb4WD1OGQgOyBAcUgRHQYZVzcvZKQRH5MzvYGyC3dTTlIPggAzBIUVwFORCT3BMUY9TPoIjes4xXuCIdPMSHJAhOKQIjoI8bPZGzXz1OOUjOKJn6X6ZTXCYepayEByQITikCI6C1HU2guMw9TQ+IDgiaMkxLRMbYIcr1JOUh+CADMEhRXAUxjgJQvs31MP4gOCIpFdP+81uf7xopnqMMhEckCE4pAiOAg3N/EJlvHoUPxAckCE4IENwSBEchbplo0Rv7FwFR4w2EBwQIjggQ3BIERwFW/TX4cePeLoKTvrViOCwxeJxJ9Qedd0s9RgmggMyBIcUwWEngsMS922ePPDoghCVMsEBGYJDiuCwE8Fhhxtbpo896lWvniWD4IAMwSFFcNiJ4LDCS62z7676s3qYDIIDMgSHFMFhJ4LDCgcYp4/ZYKF6mjSCAzIEhxTBYSeCI6LqP51V+O9G5hgvcDjOhADHKgrBARmCQ4rgsBPBEUmv9lzXcdbr9XqBN5/iuQTQiEBHKwLBARmCQ4rgsBPBEUWXtkqmQ+urCrv9o57gCM0FWAgOyBAcUgSHnQiOCLo6Gw83F3SHNzzBcU3A4xWM4IAMwSFFcNiJ4IieD9tm46FDQddTqd/CDI4ZQQ9YKIIDMgSHFMFhJ4IjeoaZ9XBuQXe53LjHnwIer3AEB2QIDimCw04ER/TsbgbH3gXdpW6fzB02fD/g8QpHcECG4JAiOOxEcETPJmZw/Liw+8zZN337qcEOVwyCAzIEhxTBYSeCI3q2NINjuwLvtGL0Hi0cZ8uz5wc6WnEIDsgQHFIEh50Ijug50AwOt/D7LXpvTnBDlYLggAzBIUVw2IngiJ7bzeAYp56mDAQHZAgOKYLDTgRH9Czvmu2NPUJ0tfmiERyQITikCA47ERwR9E7msNHNwvOWkxIQHJAhOKQIDjsRHFH0wW+SvbH/J+pJykJwQIbgkCI47ERwRNOUM9zuw55TT1EmggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkFIGx3eVWxUAAFBq8qRfweD49huorIz//atngKVWxWKr1DPAUvEd30r1DBb7Vhgc/EpFh1+pQIZfqUAmxq9UlDiGw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCA7kWXbnvphvved7swFdEcECG4JAiOOxEcCDHc5s7CeuOC3pNBAdkCA4pgsNOBAe8XmjvpLS4K+BVERyQITikCA47ERzwqPupk7HOzGDXRXBAhuCQIjjsRHDA4zbHcHqw6yI4IENwSBEcdiI44NHdDI4dgl0XwQEZgkOK4LATwQGPPczgaBvsuggOyBAcUgSHnQgOeOxpBkf7YNdFcECG4JAiOOxEcMDjCDM4dg52XQQHZAgOKYLDTgQHPO42g2N4sOsiONCspQE/PsEhRXDYieCAx/Ids72xfsAnGyU4kN/zR2zs1Ox2yaIAV0FwSBEcdiI47FU3/vhD+ox6P2fpa+ume6PVAwEPQHAgn+VDWyS3wC5Tg1sJwSFFcNiJ4LDWoz9J7NTbnFTnXT592+TefqNJQU9AcCCfQZnX2DZ4K7CVEBxSBIedCA5bjWud3qv/LufX5UtHH7zDtr/785eBj0BwII9HjaOI9gpsLQSHFMFhJ4LDUm+3q9gJRZtFcCCP35nHLT8T1FoIDimCw04Eh6X6GDv1mk81MxAcaGpJGzM4hgW1GoJDiuCwE8Fhp7p1zb369ZohCA409a65ZTq9gloNwSFFcNiJ4LDTO569+gmaIQgONPWRZ9M8MqjVEBxSBIedCA47Tffs1Y/SDEFwoKll65mb5sVBrYbgkCI47ERw2GluC3Ovfq5mCIIDeZiHF7UM7H2xBIcUwWEngsNSnqvCTtHMQHAgj7dqsltmv8DWQnBIERx2IjgsdafRG3vVa2YgOJDPmJbpLbNrcCeDITikCA47ERyWqj8s0xvrviaageBAXvdunNwy3S+CWwfBIUVw2IngsNUiN9UbG4t+oUJwoDkLbqjd63dDnw9yFQSHFMFhJ4LDXn/dt7XjdDljjmwAggMyBIcUwWEngsNmdR8G+Jr12hEckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUn4Gx3eTz+3X46iRz//gWbr6xQuO7jnwus8JjjAhOCBDcECG4JDyMTgaTnbdHke7rjviW2Pp96Nct9fAHm7t0wRHiBAckCE4IENwSPkXHKvPcvu/uir2v3tdd7yx+C63z9T40vFu7SyCIzwIDsgQHJAhOKT8C473XPe9xAdXuwOyS//R03058cFV7gUER3gQHNaon/XBEvUMXgQHZAgOKf+CY/qI85IfPO+632SWPusemUsl8gAAE7hJREFUkzykY6Zb+0+CIzQIDkt8PGgjx2n9mwfUc5gIDsgQHFIBvEvlRbd79rDRa92rkx98f7j7OsERGgSHHSau6yT1qVOPkkVwQIbgkAogOK52L8x+crp7X+qjIe5DBEdoEBxWeLbGSeujniWL4IAMwSHlf3B8UOvOzH42wH0m9dH57u2pj/5yXtJL30JlZfz7oJ4BQfu/7Z2sJ9TTZKyKxVapZ4Cl4ju+leoZbOZ3cHzW173f+LSP+3zqo1HujamPBnVLGl/mqgCsyWSjN5w/qKcBYLnvcheUGRwvH+7eudr4vI/7Quqji92bUh8RHEAlnG4GR5uV6nEA2M3f4Fg93q193LNkgJs+4dd57tjUR4/emvTm11BpfGVLPQOC1sMMDmeOepy072Ox79UzwFLxHd+36hks9k0sRznB8c1lbt93vIuGuRNSHw12H865OQeN6nDQqA36eINDPU4aB41CJsZBo0p+HjT6zfnu4MU5y25wr0h9sYf7JsERGgSHDS42e2Mz9TQZBAdkCA4pH4Nj5QXuGf/JXfii2//7xAdvuz3+S3CEBsFhg3daG8ExRD1NBsEBGYJDysfg+It74ldNFn7V253S+P/VI9IvdRAcYUBwWOH4bG90/Ew9TAbBARmCQ8q/4Jjj1s4xP39s+KjG/z3o9np5VeyrW9yeCwmO8CA4rLBkn3RvtHtMPUsWwQEZgkPKv+C4ya3tm/Za/PPb3P6Ni3+42nV7D+zhHp57YnOCQ4ngsMOS45O/VdnpRfUkBoIDMgSHlH/BcZWbNTUbHLHYtAv69zz+lkVN70Fw6BActnjv0n49h05aoR7DRHBAhuCQCuBaKgUjOHQIDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSBIedCA7IEByQITikCA47ERyQITggQ3BIERx2IjggQ3BAhuCQIjjsRHBAhuCADMEhRXDYieCADMEBGYJDiuCwE8EBGYIDMgSHFMFhJ4IDMgQHZAgOKYLDTgQHZAgOyBAcUgSHnQgOyBAckCE4pAgOOxEckCE4IENwSBEcdiI4IENwQIbgkCI47ERwQIbggAzBIUVw2InggAzBARmCQ4rgsBPBARmCAzIEhxTBYSeCAzIEB2QIDimCw04EB2QIDsgQHFIEh50IDsgQHJAhOKQIDjsRHJAhOCBDcEgRHHYiOCBDcECG4JAiOOxEcECG4IAMwSFFcNiJ4IAMwQEZgkOK4LATwQEZggMyBIcUwWEnggMyBAdkCA4pgsNOBAdkCA7IEBxSyuBY+X9QWTJu3Lj/qoeAnaaNGzdNPQMsFd/xLVLPYLGVwuCAzufdunX7QT0E7HRlt26Xq2eApX7erdun6hmQRXBYgeCADMEBGYIjXAgOKxAckCE4IENwhAvBYQWCAzIEB2QIjnAhOKxAcECG4IAMwREuBIcVCA7IEByQITjCheCwAsEBGYIDMgRHuBAcVlg0dOhQggMSDw4der96Bljq5KFDF6hnQBbBAQAAAkdwAACAwBEcAAAgcAQHAAAIHMEBAAACR3AACMqnrvvPNd/i87XeAmjOmrevvF9d+yaJ4BAcAIJCcCBIBEfEEBzV7XX3dfUIsNg3X3yxas23IDhQujVvX3m/uvZNEsEhOKrb3QQHQo3gAKxBcFS3swkOhBrBAViD4Ii+bx47u1+Po4c99K/EZysnn3tkj6NHTVsd//g2t9Ex8Y/+N2l4/DYXvbAqzz3qxp7cu8fRF1MmWLOL3ItSH93rHrPKu6nFPnWPiL10Yvep3q0r/Qvz/z10Rp/Dh4z7d+Leno0xHRyehdkHAzy8G2Fy+zI2l5mX9j9iyIMr33V7x9Jb32z38NjyWwb26H/Z7FismU2SfWCFEByR9/Wpbu3Q80/t7h6/NP7Z/zvV7XHqRSe67qXfxWIvXFvrnnvtbbHYkkFu9+GXnuK653/T5B7vHeEeccY5x7juWPEfBCH3its9uXuODXbH5Wxqsbmu+3G8bqd6t67U3n35YLf7yUN6uEc3XtfCuzGmgsO7MPNggJd3I0xuX9nNZWqt2+eCM2vPfNE9Opbe+ua77oL+fc48udY9/ItY/k2SfWClEByR94g7YFH8f/+8wL02Flt9rju8Lv7ZB0e54xu/2D3xK5VVp7qnLo///5O+7u259/h+gHv+V7HYDw+67ueyPwOi4Jve7pTEB7Pju/DcTS2+W7/wyi8a/uvdupJ799Vnuec0xPfxZ7gnr87dGJPBkbMw82CAl3cjzCRFcnP5dx/3kq/jnw8clHhdN/nVBa578riVsdiifu4NsbybJPvAiiE4Iu9qd0zi/ysmvBhPdbd3Q+KzqW7v+E9eKjj+3viz2egJ9/Cvcu7RcP1FnzV+snqAyzU9sUY3uBck/n+Xe0aTTS2+Wz8t8esQz9aV3Lu/43avb1wU/5foh7kbYzI4chZmHgzI4dkIM0mR3FyecQ9P/Jp4lusNjuGJe9zpDo7l3STZB1YMwRF5Y9yh2X8J3uZemPzg2+7ue7F0cNzinpZc2uC6b+TcI2OEe2vgsyLS3nNrG/fnq491JzfZ1OK79cmJTz1bV3LvPia1x4/Nb/g+d2NMBkfOwsyDATk8G2EmKZKby9WpGImd6Q2OlxMLp7h9Ynk3yQz2gUEjOCJv3uFu/7FvfZX85Gx3wIikHomfwWRwnJl4LbFRH/fhnHvEYt+9++g9Y8eOPd69qeKzI1J+GOA+E//fx26PfzfZ1OK79ZmJG3m2ruTe/Wz35uyD5GyMyeDIWZh5MCCHZyPMJEVycznD/UvyRuO8wZF4/SI21T08lneTZB9YMQRH9M061XXd2uGP/y/+8RA368FYOjgGu3embnt849F+nnvEpvdP34EfNqzZXe75scZ/HV4ea7KpxXfrC5M3Mreu5N59SGb7izXZGJPBkbMw+2BADnMjzCRFcnM5wb03eZsnvMGxOLHQDA7PJsk+sGIIjmow56Hze7ju0XNjsaHpxE/JDY6B7j0595hZ64748KtVsdgoftiwFvPc2n/EVvVv/K1H7qaW2a3HzK1rjcGR2BhzgyOx0HwwwMPcCHOSYlD6GIwniwoO9oEVQ3BUia+nDnKH/BA7173SszgZHMPd61Of93YfybnHle6Q5C8xz+GHDWtzsjs59o7bv3GLydnUchohtXUl9+7nuNdlv5KzMSaDI2chwYHmGRthTlKc6t6RvMn4tQWHZ5NkH1gxBEfVmO+6X8TGusetNhcmg2OMe3Ly02Wu+07OPYa6dyc++bo3P2xYm0fcEbEbkmcryNnUmjRCYutKH6GX2v7emLood2P83HuL5EKCA80zNsKcpLjMHZW8yTlrCw7PJsk+sGIIjqj7z9hRKxMf/Nt158Y+SBzkH7doyLjGN4r1cKfH//t2476/0US3z9c59zgldbKbCW7muD2gGfW1Pf7VJ77VxOVsaundunfrSu7dZ7junMZFKxprwrsxpoIjZyHBgeYZG2FOUkxMngyg8RwdawkOzybJPrBiCI6oW32Se81/4v//Zox79KrY6vPc/p/EP/vixMbTLsVixyR+Vbn6LPeUFfH/v32E+0DuPW5xj/lHLLby/mOudM8U/jEQDSPcW1P/NszZ1NK7de/Wldy7/3CGe9LC+M59uDtkVc7GmAqOnIUEB9YguxHmJEVdd/eG72KxLwcOXVtweDZJ9oEVQ3BE3mf93O6nnn9GL/eId2OJ8027Qy4Y4rpnJ04AfI3rDj5+WeN5fHucc0l86bWrcu+xqJfb95IL+/X58BXXPWei9o+C0HvBrXUfS37o3dQyu3XP1pU6j3Td8a574ond3WMaz+7l3Rg/z5xp2lhIcGANshthTlLEHnDd/heeWXvpM2sLDs8myT6wYgiO6Ft256l9anufeueyxGcrJ59/ZI9jRzyXfF37H5f26X1K/Ofr60ln9u0x4PI38txj3mX9eg66dUls1U19+07Q/AkQGf87ovE9AkmeTS270ze3rvSVsv7vwdN790xfKcuzMaYv3uZZSHBgDbIbYW5wxF45u3fvYU//8LQ7sOlXPcHh2STZB1YKwQEAqCbj3GHqEZAPwQEAqAJfvfxQ4hWL1ackrgGI0CE4AABV4Nv+7uVfxWIrb3dr56lnQT4EBwCgGsw43D389DN6ubVPqCdBXgQHAKAqLLx9aJ/Dj7/uM/UcyI/gAAAAgSM4AABA4AgOAAAQOIIDAAAEjuAAAACBIzgAAEDgCA4AABA4ggMAAASO4ABQcd0ch+vBApYhOAAU7Ie/DfnFJu1brbvtIdcuKudxCA7APgQHgEK9uYuT0fr8VaU/UP/ddlvh31gAooDgAFCgae0cZ4Ojrh1/3+ghP44nx0nqeQBECcEBoDA/bOU4x3yV/Pj7M+PF8ZJ2HgCRQnAAKMyrjrPd95nP+jvOQcJhAEQNwQGgMHc5zuDsZ7NOuOXVxv/v4LSJxSb+aYuaTf543+r0F988acf1azb7483/l7n55L5btlun6+lzk59lDxrNveX3E7r/tEPrjt2Gc4lxoMoQHAAKEw+OPk2X7uE4/zs6dSDpoSsTi74dkD6ytPPryRv950+pBW1vS3yeDo4mt1z8s/SCVtdV4I8EoHIIDgCFedNx2s9qsnQvx7nQ2fOWpx4+vqXjnJFY5DrOljf+/d1HeztOu48aF6za13G2u/KRO45q4Tj3Ni5IB0eTW+7jOPve8cq0iYPaOc7TlfqDAagEggNAYVbv7jgdb/1vztJ4IrQakPhdysOO03pJ/P93O84v/5P42l8cZ6/G/9/iOL//NnWTDf8XywRHk1u+5zi/Sh4m8kZr59fB/5EAVA7BAaBAn27oOE67g675+7fGwnhwdEodgLG/49wS/9+OTpv5qS/u5zgz4qWytdPyi+SCAxxnYiwTHE1ueb/jXJ5acOuVDwf8xwFQUQQHgEIt6p46EmPfUTPSB4jGg+O01Ie3Jg7y+NhxDkzf4S7HuSgW+zD1QkfcjAeeayyNZHA0veUTjtO7Mn8UAJVGcAAo3MfDd0wd1Nl1QnJJPDgeSH3xVcf5WeL3JOekb/6B4xyaWDLY+zDJ4Gh6y//XwXEGzgn8TwFAgOAAUJSlj5y5V+vG5OiZOAlYPDjeTH1lnuNsFotd5HjsHotd6DiXeh8jGRxNbxkb1yL+wY6nPPLPyv6ZAASP4ABQtP9M2i8eBn0bP4wHR/qtK8scZ91Y7HRvRmydWHK99/7J4Gh6y1js+eQrKK3/8GRF/0AAAkdwACjF6HgWzI4lgmNeatFSx1k/FhvmOIOnZr2RCItrvXdOBkfTWzZ6ffiujS9zOIf8XwxAFSE4AJRkX8cZG0sEx0epJfMcZ4tYbJTjXOC95UWOc6F3STI4mt4ypf6h7vHmOMb3kQEIERwACrTQczjnKY5zRSwRHM+klkxLvBtlQpN3mtztOP29S5LB0fSWWVPbOi3q/BgaQEgQHAAKMnlDZ2/z88Md585YIjguSS0Z4zjHxmKzHGeTVZ57fug4P0l9OH3QoOx5OJre0jDAcZ7zb3gAcgQHgILUtXGcu7Ofzm3vOI0XWIsHx44/JBf90XEa3yvb1XEeTN3ort0uWJQ48ZfzYnJBf8f5ayxz4q/cW/4w4o8D049/muNMC/YPBKCiCA4AhTnTcVpd9J/UJ891SZw4IxEcLf6cWDTFcdb9V/z/9zjOxslrvc7o6LRt/L3ITY6zzdLGBZNbOhs0vpk2FRxNbvkrp+Vjycev39xp++9K/ckAVADBAaAwK//oOE6HA4dfff0lA7aKf7jTssal8eA4wen+6LvTzmvrOFclbug6zjrn/O31icfVOM5NjQtW/dJxNjz3vtG9WiRfAzEv3ua55dSWTsvDxj497cmLN3OcszV/TADBIDgAFOj7S9bNnjWj1Qn/SiyMB8ecHqllxybPd5696Hzra5L3/PfvUwtqmrs8feqWE9qnF7Q4udnDOwBEEcEBoGD/vOfI3TrVtO64Q8+bFqUWxYNjweoH/7R5zcYHP5a53YwhO63faoO9zp+fWfJk7y7t2u902uzkZ+ngaHrLust+t1nb1h27nfF+8H8aAJVEcAAoRzw4vlTPACACCA4A5SA4ABSE4ABQDoIDQEEIDgDlIDgAFITgAFAOggNAQQgOAOUgOAAUhOAAUA6CA0BBCA4AABA4ggMAAASO4AAAAIEjOAAAQOAIDgAAEDiCAwAABI7gAAAAgSM4AABA4AgOAAAQOIIDAAAEjuAAAACBIzgAAEDgCA4AABA4ggMAAASO4AAAAIEjOAAAQOD+P8o3s8qFeDFWAAAAAElFTkSuQmCC" width="720" /> --- We can't fix this with aesthetics alone! Instead, we need to think about changing our _geom_: ```r ggplot(iris, aes(Species, Sepal.Width)) + geom_boxplot() ``` <img src="data:image/png;base64,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" width="720" /> --- We can't fix this with aesthetics alone! Instead, we need to think about changing our _geom_: ```r ggplot(iris, aes(Species, Sepal.Width)) + geom_violin() ``` <img src="data:image/png;base64,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" width="720" /> --- There are _tons_ of geoms available in ggplot2 (and even more provided by other packages) -- we'll just run through a few of the most useful: ```r ggplot(iris, aes(Sepal.Width)) + geom_histogram() ``` <img src="data:image/png;base64,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" width="720" /> [Link: ggplot2 cheatsheet](https://rstudio.com/wp-content/uploads/2015/03/ggplot2-cheatsheet.pdf) --- There are _tons_ of geoms available in ggplot2 (and even more provided by other packages) -- we'll just run through a few of the most useful: ```r ggplot(iris, aes(Sepal.Length, Sepal.Width)) + geom_smooth() ``` <img 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width="720" /> [Link: ggplot2 cheatsheet](https://rstudio.com/wp-content/uploads/2015/03/ggplot2-cheatsheet.pdf) --- There are _tons_ of geoms available in ggplot2 (and even more provided by other packages) -- we'll just run through a few of the most useful: ```r ggplot(iris, aes(Sepal.Length, Sepal.Width)) + geom_line() ``` <img src="data:image/png;base64,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" width="720" /> [Link: ggplot2 cheatsheet](https://rstudio.com/wp-content/uploads/2015/03/ggplot2-cheatsheet.pdf) --- Hopefully you've started to see that we can make pretty much any graph we want just by following a basic template: ```r ggplot(data = <DATA>, aes(<MAPPINGS>)) + <GEOM_FUNCTION>() ``` -- ```r ggplot(data = iris, aes(Sepal.Length, Sepal.Width)) + geom_point() ``` <img 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" width="576" /> --- # Making _good_ graphs This graphic is _fine_, but we want to make it look better! ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() ``` <img src="data:image/png;base64,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" width="576" /> --- One of the easiest ways to make our plots look better is via _themes_, which provide better defaults for things like fonts and backgrounds: ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() + theme_minimal() ``` <img src="data:image/png;base64,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" width="576" /> --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() + * theme_minimal() ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() + theme_minimal() + * labs( * x = "Sepal length", * y = "Sepal width" * ) ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() + theme_minimal() + labs( x = "Sepal length", y = "Sepal width" * , title = "Sepal width increases alongside sepal length" ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() + theme_minimal() + labs( x = "Sepal length", y = "Sepal width" , title = "Sepal width increases alongside sepal length" * , subtitle = "Correlation confounded by species differences" ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() + theme_minimal() + labs( x = "Sepal length", y = "Sepal width" , title = "Sepal width increases alongside sepal length" , subtitle = "Correlation confounded by species differences" * , caption = "Data from Fisher, R. A. (1936)" ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() + * facet_wrap( * ~ Species, * ) + theme_minimal() + labs( x = "Sepal length", y = "Sepal width" , title = "Sepal width increases alongside sepal length" , subtitle = "Correlation confounded by species differences" , caption = "Data from Fisher, R. A. (1936)" ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() + facet_wrap( ~ Species, * ncol = 1 ) + theme_minimal() + labs( x = "Sepal length", y = "Sepal width" , title = "Sepal width increases alongside sepal length" , subtitle = "Correlation confounded by species differences" , caption = "Data from Fisher, R. A. (1936)" ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes(x = Sepal.Length, y = Sepal.Width)) + geom_point() + * geom_smooth(aes(color = Species)) + facet_wrap( ~ Species, ncol = 1 ) + theme_minimal() + labs( x = "Sepal length", y = "Sepal width" , title = "Sepal width increases alongside sepal length" , subtitle = "Correlation confounded by species differences" , caption = "Data from Fisher, R. A. (1936)" ) ``` ]] .column[.content[ <img 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width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris) + geom_point( aes( x = Sepal.Length, y = Sepal.Width), size = 3) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris) + geom_point( aes( x = Sepal.Length, y = Sepal.Width), size = 3) + * geom_point( * aes( * x = Petal.Length, * y = Petal.Width), * size = 3, * shape = "triangle") ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r *cowplot::stamp_bad( ggplot(data = iris) + geom_point( aes( x = Sepal.Length, y = Sepal.Width), size = 3) + geom_point( aes( x = Petal.Length, y = Petal.Width), size = 3, shape = "triangle") *) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(data = iris, aes( x = Sepal.Length, y = Sepal.Width) ) + geom_point(size = 3) + geom_point(size = 3, shape = "triangle") ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r *cowplot::stamp_good( ggplot(data = iris, aes( x = Sepal.Length, y = Sepal.Width) ) + geom_point(size = 3) + geom_point(size = 3, shape = "triangle") *) ``` ]] .column[.content[ <img 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Y125MzMzJCQELV7RUREhEgkoh0Z5GQy2ZUrV3777Tel6QKBYMuWLe/evTNIrTQ7derUkCFDVKf379//wIEDtMOKRKKIiAi1O1tISEhmZibtyLoTHBzcp08fpYkCgWDEiBFRUVG0w5aUlPzzzz9qV8WhQ4eKiopoR46NjR05cqRq5N69ewcFBdEOCwoZGRnjxo1Tu+0GDBhw79492pHfv38fGBioGnnhwoUXL16USqX0wkql0m3btvXs2VNpukAgGDNmTFxcHL2whJCCgoIDBw6oXRXh4eFlZWW0I3NOenr6rl27VFfFnDlzIiMjKysraUe+ffv2smXLVKcHBAQ8e/aMdlhQyM3N3bt3r9rd+OTJkxUVFbQjJyQk+Pv7q05neDMPtPFkMpmh68BtOTk5hq7C//Pq1atVq1bFxMRoKNO/f38/P782bdpQDyuTyU6cOLF27dqUlJSqytja2s6ePXvu3Ll2dnZa1FiFnZ0dn8/Pzc2tabvlnTt3Zs+erWENE0IcHBxWrVo1adIkrSJHR0evWrXq9evXVRWwsrKaMWPGokWLtGpWXVJSEhgYGBwcXF5eXlWZxo0bL1u2bPTo0VpVGBSuXbu2cuXKx48fV1XAwsJi4sSJS5YsqVOnDpMFWVtbOzg4FBYWMrkzI4TExcXNmzcvIyNDQxlnZ+cNGzaMGjVKq8inT59es2bN+/fvqyrA5/NnzZo1f/58e3t7rSLryOHDh//666/i4mINZRo2bLhr167u3btTDysWi8PCwjZu3Jibm1tVGRcXl4ULF86YMcPS0pJ65AcPHsyaNUvDGiaE2Nvb+/n5TZs2jXpYUJBIJKNGjbp9+7bmYo0bNz579qy7uzv1yDk5ORs2bDh06JCG47ddu3Z+fn59+/alHpYQEhISsmbNGs25a/PmzUNCQjp27Eg9rEgkCgkJCQwMLCgoqKqMm5vb77//7unpaW5urkWN9cXFxUXeYUdRURGTR8OFhYVbt27ds2ePhsyqWbNmy5cvHzFihFaRExISVq5ceePGjaoK8Hg8Dw+P5cuXN2nSRKvIJsDV1VUoFJaUlDAJUl5eHhQUFBQUpCGOu7v7n3/++f3332vVzcTLly9XrVp14cIFDWUGDBjg6+ur1c28CXB0dJRf10pLSzXcfFLB5/PVJiwLAtuLKtVHRsLMlJEkzGfOnJk3bx6VHcjKymrz5s3ff/89lbBCoXD+/PmnTp2iUrhNmzaHDh1q1KgRlcJq1cyEeevWrQEBART/5KFDh+7fv59KSbFYvGzZsn379lEp3KhRo0OHDlE8+b57927y5MmvXr2iUvj777/fvHmzlZUVlcIgJ5PJ1q9fv3nzZip7hZubW1hY2Jdffkl7cawkzCtXrtyxYwfFwj/88MP27duplBSJRIsWLTp69CiVwi1btjx06FDTpk0pVkNHpk6dSvEFMo/H8/HxWbBgAZXC+fn5Xl5e165do1L466+/DgsLc3FxoVJ4586dK1asoHgKGjBgwD///EOlJCikpKT06NFDKBRSKWxmZrZ///7BgwdTKfzff/9NmTJF81MqhXnz5i1btoxK14xSqXT8+PEUdzYzM7OAgIAZM2ZQKZyVlTVt2jSK79L79+8fEhJSq1YtKoX1iZWE+dWrV5MnT6bYUGjy5Mnr16+neCXdt2/fsmXLxGJxtSXt7e2Dg4MHDRpEJazJYJ4wp6amenp6Pn36lErhESNG7Nixw9bWlkrh06dPz5s3j8q5wtraesuWLePHj6cS1jQgYdZCcXFxZGTk3bt3P378KBKJHBwcmjVr1q9fv169elF8fiOTyS5fvhwXF/fhw4fS0lInJ6e2bduOGDGiVatW9KpkDAnz3r17ly5dqtWm9PPz+/XXXzWXqaioGDNmzN27d6mHdXFxOX/+/GeffUZ9lk/VwITZx8dnz549Ws3StWtXzY8eCSESiWTKlCmxsbHUw9rb2588ebJr166ai7148cLDwyM/P5965B49ehw/fhw5M0UymWzevHnh4eHUZ7Gysjp06JC2r48UmCfM3t7ex48f12qWb7/99sSJE5rLiESiCRMmxMfHUw/r7Ox89uxZAz53/+677x4+fKjVLF5eXmvXrtVcJi8vb9iwYUlJSdTDNmnSJCoqqtpv3rR60iHXvn17Jm1xa5qUlJQvvvhC20bRwcHBY8aM0Vzmxo0bEydOpJiHy40ZM2b37t3V3i998803FB+JKixevHjJkiWay2RkZAwdOlRzWyolbdq0OXfunKOjo1aV0TXmCfOTJ09GjRql1QcUffv2PXz4cLUtR9auXbt582bqYc3MzAIDA3/44Qfqs3Adw4Q5OTl56NChWn2K2LVr19OnT1ebM4eGhvr4+Gh1A7xy5Upvb2/q5TnNsAmz+YoVK5gsUp/evHnzxx9/3L9/Pz8/n8fj2draFhYWpqen37x58+3btz169Kj2ualYLF61atWZM2eysrIIIY6Ojvn5+cnJyZcuXXJwcGjZsiWNWhn8S5u4uLg5c+ZoezG+fv16+/btW7RoUVUBmUw2d+7cixcvahW2vLz86tWr48aNs7Gx0WpGOSsrK0tLS4aHAYeEh4evXr1a27nS09NTUlKGDh2qoYyfnx/Fl3IKIpHo0qVLo0eP1jDMSV5e3ujRoym+zVBISUn5+PGj5gqDwrZt23bu3KnVLBKJJDY2dsiQIfR6gbKwsLC2tq6oqKD3oeOuXbtofOD6/v37kpISzUn+woULtf3WVygUXr58efz48Xw+X9sqMTdv3jxtz5mEkIcPH7q7u2to1FpZWenp6ZmQkKBV2IKCgrt3744fP15Do9ZTp075+vpqFZYQkpWV9fr1aw8PD21nrIEkEkmHDh1oPIo6f/78qFGjNBzRycnJ48eP19zsX9Xz588JId98842GMlOmTLlz545WYQkht27dateunYabCqFQOGHChJcvX2oVNicn58mTJ2PGjDGqMQv5fL78oUNFRYVEItF29uzs7NGjR2v7uiU5OTk3N1fz2+Djx48vX75cq7Dy10g9e/Zs0KCBVjNyl62trVgspveko7i4eOzYsR8+fNBqrvT09KSkpJEjR2p4VnXlyhUaN/PXrl3r2LEj7ddU3GJjYyO/nFVWVlJpQKGBpaWl2rc4MXd2SqTqI3PmDXNZWdmcOXNyc3MbNGgwe/bs9u3b83i84uLio0ePRkREEEImTZpUbTPj0NDQiIgIPp8/e/bsXr16mZubl5WVHTt27NSpUzweb926dTTeSxj2DXNpaemXX35Jr88tJyene/fuVfXl6tmzZ728vOjV6scffwwMDKQxY416w1xWVvbZZ5/RfqcXHR39xRdfqP0pPj5e229EFQYNGnT48OGqfp0zZ86xY8foRQ4LCxs2bBi9eWuO58+f9+3bl8YdGCGka9euMTExNIbkZfKGOS8vr23btvQqzOPx4uPjq7rDjoqKmjp1Ko2whJBx48bt2rWL3ry0PXjwgGIzWlWWlpZJSUlVvX/YsWPHypUr6UVesmTJ4sWL1f4kEomaNWtGu1uas2fP9ujRg968NcfIkSNv3rxJb14XFxcN6aWHh8etW7dohOXxeLGxsZ07d1b766VLlyZOnEgjLCGEz+e/ffvWwsJC7a9r1qzZunUrvcgBAQEzZ86kN68uMHzD/NNPP507d47eosPDw/v376/2p8zMzG7dutF7i9OwYcPbt2/XkIZgTN4wL1myhOKXbqq2b99e1Zv8kpKSL7/8kl5C4ezsfO/ePWNrhaELhn3DbERP7DS7evVqbm6uhYWFn59fhw4d5DeFDg4OXl5e8kakV65c0RwhLy9P/rJi1qxZffr0kT+lsLW1nTZtWo8ePWQy2aFDh3T/d7Bs586dtHuoLigoqCqtFYlEa9asoV2ro0ePvnjxgvbsNcSCBQuYfDJaVSMcmUxG+96aEBIbG1vV7V1iYmK1bWg1WL16NcMngjWBv78/veSTEPLw4UPaN2G0/fLLL7QrLJPJfv75Z7U/icViGo0vFE6dOvXkyRPas9Mze/Zs2vNWVlbOmzdP7U/5+fn0nj/KBQUFVXUTtnjxYiaduM6ZM4f2vDVEdnY27WyZEJKXl1fVpxmxsbH0smVCiEwmU9v7rtzChQvphSWElJeX+/j4qP0pPT2dyVgPmzZt0vZdutF68OBBZGQk7dn9/f2regn5v//9j3abx5SUlL1799KuVQ3x9u3bgwcP0p59/fr1VZ1yNZyoq5Wfn79t2zbatQKKOJMw83i8Ll269OvXT7U/WHnCLG9lrcHt27fFYrGTk5PqOB/y7gefPn2q1ZeZBieRSBie4Pbv36/24eilS5eYjFjDvGI1wfnz55nM/u7du7dv36pOv3///n///cckclXfVO/Zs4f22CSEkKSkJHz3qNm7d+8uXbrEJEJISAhblaFCLBb/+++/TCI8ffo0Ly9PdfrVq1c1dO1eLalUqm3XAAwlJyczHOWrqsbnx48f19CZcLVKSkqqajNy+vRp2mEJIampqRiZRjPmzxSqevrJ8Ei/fv26vG22kvv372v7xY2Sqj4FOnToEJM3Qrm5uSdPnqQ9u1HZs2cPkzZ0z549U9v3dXFxMcPe+PR8zuSiffv2MXnPkZqaqvbGTywW035rLRcWFoaBPHWNMwnzkCFDVq5cqbafKvnb5moHxUlMTCSEtGvXTvVLmFatWllaWspkMm5d/u/evathcBEqiouL1XaoEx0dzSQsISQmJqYmNKum7dKlS8zPbmq76mEyvqvclStXVB+CSqVSGh9nKmG+X5k25tvu3r17+hwUPTw8nMkzFLndu3erTmS+Ki5evEj71TcNzB/wV1ZWqn1cwnxVqO0j8M6dO1p1FqWWth/b1zTVDiJVLbUvnYqKimi/XlZQOwIl8w1aVlam9okt893YNC4flZWVly9fZhhE7ba7fPkyw5uKlJQU+X0yVIWVe2PViXfu3FH74Ji6oqIiJo1ZgArOJMxVEYvF8tdW1fbum5qaSghRO7yhhYWFm5sbIUSrzhsNjpXDQ20Q5pEzMjIYvm8xbUzaNivoaNuVlZWpdi/06tWrahtxVAsndM2Yrx+pVEqjtx7amDQsVFD7NQ3zfCAnJ0fbbn6ZYGXfVj0tSCQSrcYpUOvBgweqj8C06oa9KswTQtPGSgeWqnfYd+/eZf68Ve0ee//+fYZhCSGqHeYXFRUxz8Ru3bplAk/hExMTmTQYkdPRpZ+tIKYqNTVV276+VGHbcZf6vhmMn0wmy8/Pf/369bFjx5KSktzd3T09PTXPIj9JOTs7q/3VyckpLS2tqibZwcHBahurfPPNN0y+LmOIlQbkubm5rq6un06RyWSZmZnMI5eVlSlFpoheT7/cwjz5JIQUFBSormFWIpeUlChFZqU3+PT0dHq7RA3BSg+CxcXF9FYyjS5DWKlwXl6eaoUZtguVo30KoqGwsJB5kMzMTKUKp6enM2kBKCeVSisqKpQeFrOyhgsLC3FEV4WVXYIQkpiYOHny5E+nsPI1r+rORghhMjKtgup5Pjs7m3muW15ebmZmZmy3B9qOEV1aWsp8oRkZGarbjuErSrn8/PwackTb2NhoO5gLk6+EFLKzsxU9VymwcjOv9kpqquzs7NR22UUdjQsrJxPmzZs3X716Vf7vBg0aTJo0aeTIkdXu+vLmZ1UNYWdtba0owxWstL1Uza+KioqY9ASjwErWbaoYtqWXU5vEsrJXqG47VsKWlZWVlJTY29szD2WSWHnYoc/jjpXLvOrdf3l5OSs37vpcFaw8UVJ9AMFWA/usrKxmzZppXhYNNWcIQBoePHjAShzVwbd1dOknLN0C6ejyQQjJysoytoRZW6ysiry8PLFYrNQbOecuH5zDyraTSqU5OTn16tVjPTIrOwBowMkm2WZmZorvkHNzcxMTEx8/fkxx3qrGXJE//qQxIosBVfW2XCuq337b29tXNSyEVlipnqnS9rG0WvKnPEqq/ZifCtVtx0pYKysrhg8FTRsrh4w+jzsNQ3ZTpzpgMo1n/2rpc1WwUmHVl/ysHHdE3apgZQwStacgkGvbti0rcerXr680RUcneUIIK6MKqVZPd7sx57CyKhwcHFRv0jh3+eActnZj1Tg6upkHdnHyDfOCBQsWLFggEonS0tKuX79+5syZhIQEDw8PzeMG29jYlJeXV/XuVD5d9dZNbsyYMb1791adbm9vz/xzFNpYOcZcXV1V/wRXV1fmDfYcHBy0XTl8Pt/a2rqwsNAEPlXSTP7NPEO1atVSXcNubm7MHxKrRmYlNapTpw5bzRRNkkAgYB7E2dlZ2+POysrK1ta2pKRE23G/WHnbo7bCbm5uzL8Wo3EKYrIs5k0i3dzclCpsY2PD4/GYnw/t7OyUIquON0GDPtcw57DyDIUQ0qZNG6WVzMrDDtWdjRBiZ2fHvM1wvXr1lCKz8pzUwsLCysrKSPa3WrVqyV/blJaWatW2k5Vn5XXq1FFdD6ycjV1cXIxkDeuUk5OTSCTStlkQK43jnJ2dKyoqlDIR3d3MmxjF+zyhUMiwOYyVlVVVLY6rwsmEWc7Kyqpp06ZNmzZt1qzZhg0bIiIievfu3bJly6rKu7i45OfnV3VPI59e1V4rEAiqupdlpWEbPV26dGEepGvXrqp3yax83takSRNt77/lPe6KxWKTT5gHDBgQERHBMEjnzp1V1zArw8+2a9dOKfJnn33GPGxKSgqGYtagS5cu1Y4nXy21e4Vm8kHpJRKJtjP26tXr2rVrWs2iqlu3bqrLZZ4tE0JatGiht/2tU6dO79+/Zxhk4MCBShU2MzNj5WRoY2OjFPm77747duwYw7AdOnTAEa1rw4YNU1rJnTp1Yh72888/V912bdq0Yd6wU7XCrGT4YrFYKpUy75afXdqeNlu3bs18oa9fv1ZdaJcuXZgMESyn9obQJEmlUm3/0gYNGjBfbn5+vtptxzxyTdh2iqshjdsVJdpmy4QQFh5dG5xMJps4cWJZWZmnp+f48eOrKib/8vmrr77y8fFR+kkoFE6cOFEikfj4+Hz11VdaLd2ACTMr76OIus8nWIlM46sMOzs7Pp+fm5trArulZka+7XQXWZ+DHnGO7radZtbW1g4ODoWFhdp2g4GdTYFzq8JQO1uNwrltZ+SRjWdnc3Fxkb9hLioq0qrHciNfw2ojmx5XV1ehUEijpwzOHdEmRtFfWmlpKcMeNPh8vtqWLwsC24sq1UfmzDfMa9eunT9/vton4lKpVH7C0vzosWPHjoSQxMREtS/lJBKJubl5+/bt2asyV7F16LIVBzRQWsm6W+fYK3QNa0aBcztbTT7usN9WhXPbzvh3EuxsClgV+ofduIbjTMIsFovfvXt34cIF1a8O7t+/L8+BGzdurCFC9+7dbWxsiouLL168+Ol0mUx2+vRpQsiXX37Jof57WTzkjP8yaWI4sVo+rSQnKgwK+tleOAXpAue2HegB587GnKuwfnDiRIftpRa2HXAmYR47diyPx8vOzvbz83vx4oW8yW5FRcWlS5e2bdtGCHFzc+vataui/KlTpxYvXrxixQrFFAcHh9GjRxNC9u3bd+XKFYlEQggpLi7evn3706dPLSwslIY6NGasHxWKgDjeOIdz244r9dQnzq0TnIIUOHEjxXo0/UTmLq6sE84dd1yppx5wbtuBgu62HXYG3eFMp19t27b19vbevXv3y5cv//jjD3Nzc1tbW8UAns7Ozj4+Pp+OiJCRkfHq1Sulrn2///77Dx8+xMfHb926dffu3fb29vn5+RKJxNLSctGiRY0aNdLrn1QzCAQCk/+sQiscOp3Jtx2HKgwKOO4UOLcqdHfc4YjWD2w7ovvdmPWwusa5bWfoWhgR7MZAONfpV1paWlRU1OPHjzMzM0Uika2tbYMGDb744ouhQ4cqtabeuXNnTEyMg4PD4cOHlYL8+++/sbGxycnJ5eXlzs7OnTp1Gj16dMOGDelVyYCdfilIpdK1a9cGBgZS3Jq//PLLihUr5F3javbx48cpU6Y8evSISlgXF5fQ0NBevXpRKaxWzen061OTJ0++cOECxcJNmza9cuUKlW8H8vLyfvrpp/j4eCph7ezsgoKChg0bRqVwXFzczz//THEAg65du+7fv79u3bpUCoNcaWnp7Nmzo6OjqRS2srLasGHDpEmTaC+OdqdfClKpdPTo0Tdv3qRYvm3bthcuXKAy7k5GRsbUqVMfPnxIJayjo+OePXv69u1LsRq6UFJS0q9fv3fv3lEsP3DgwCNHjlAp+eLFC09Pz+TkZCqFGzZseODAAYq9cvz000/nzp2jUlIe+cqVKxjzUysRERFeXl7Ur2ve3t4rV66kUvL48eMLFy6sarxMJQMGDAgODqYyslFOTk6/fv3S09OphCWEjBkzJjg4mErJR48eeXp6UozcvHnzQ4cOsTJGA7tod/r1qdjY2F9++UXx4kezbt26hYWFUcncRCLRn3/+SbHHbDMzs6VLl86fP5/H41Epbxpod/qlcPv27WnTpuXm5lIp3LZt20OHDlHJMqRSaUBAwLZt2yieK7y9vX19fanczJsGw3b6xbGE2QgZQ8IsFx0d7evrq/l2qmHDhitWrPDw8KAetry8fP369aGhoZovyYMHD16zZg3Dt/Q1M2EmhOzcuTMgIEDzGjYzM5swYcL27duph62srAwMDNyxY4fmoTV79eoVEBCg1XAX79698/HxuXTpkoYyNjY2s2bN+v33362tralHBjmpVBoSErJ58+b8/HwNxbp27RoQEPD5558zWRbzhFlu/fr1gYGBmoOYm5tPnz597dq11MNWVFRs2LAhJCRE87iLAwYMCAgIaNq0KfXIujN37txjx45p7ofS2trax8fH29ubeti8vDx/f//w8HD5J0VqyU8Ufn5+rq6u1COHhoauXLlS8xo2MzMbPXr0zp075akCaCU5OXnw4MHV3mHb2NgEBwcPHTqUeuRHjx4tXbr03r17Gso4OjouWLBg9uzZ1O+tpVKpl5dXZGSk5suxra3tqlWrpkyZQr3CmZmZfn5+p06d0hBZ/pXc8uXLWRmSinWsJMyEkNevXy9btiwuLk5DGT6fP3v27N9+++3TRpTVCg8PDwgI0PxgomXLlqtXrzbsE0aDYJ4wE0JSUlJ8fX0jIyM1lLGyspo+ffrSpUu1Goo8KirKz89P8818o0aNVq5cOXz4cOphTQASZm4znoSZECISiY4dO3b27NmbN29+ehK3sLDo0aPHiBEjfvzxR63OuQopKSlhYWFRUVFJSUmfTq9du/agQYMmTZrUvXt3prWvwQkzIUQkEi1fvjwyMlK1lY6Dg0PPnj03b96s1R2wQnZ29r59+6Kiop49e/bpdEdHxwEDBnz//fe0r5c3b978559/YmNjlYY3b9Wq1ZAhQ6ZNm+bu7k4vMsgVFBTs37///PnzCQkJnx4UdnZ2ffv2HTdu3NChQ5m/GWArYSaElJWVLV269MKFC6qJgaOjY58+fTZu3Ejv5WRaWlpYWFh0dPTLly8/ne7i4jJo0KCJEyf26NGDfr11ICcnZ9GiRTdu3FB9gyQQCIYPH7569Wp6Z+MXL17s378/JiYmNTX10+nu7u7ffffd1KlT27ZtSyOsWCz29fWNiIjIzMxU+sne3r5Hjx6bN2+uU6cOjcigcOrUqb/++is7O1v1GlerVq2ffvpp2bJl9CLHxMQcP378ypUrn6YBPB6vY8eOQ4cOnTZtmouLC42waWlpixcvvnXrlupT17p1644ZM8bPz4/eA5THjx8fPHgwJiYmIyPj0+mNGjUaMmTI1KlTW7RoQSOsfrCVMMtdu3bt6NGjFy9eVHo82qZNm8GDB//000/0mmiVl5cfOnTo3Llzd+/e/fQRm7W1da9evUaNGjV27FgLC858mMkiVhJmuXv37h05ciQmJkYpF2jWrNmQIUOmT5+uuTfiqohEoqNHj0ZERMTHx396Xba0tJTfzE+cOJHe5YPTkDBzm1ElzAqlpaUpKSnp6ekymaxevXoNGzZkqwPwzMzM1NTUnJwcJyenunXrNmjQgMXWIDU5YVYoKCi4c+fOq1evKioqWrVq1blzZ9rfCyjJyclJTU3NzMysVatWnTp1GjVqxMrFUiKRfPz4saSkpKCgwM3NzcHBwc3NjXlY+FReXl5aWlp6erqtrW2dOnUaN27M4sWSxYRZIScn5969ey9fvpRIJG3atOnSpUu9evVYiZyVlZWampqdne3o6Fi3bt2GDRsaeYO0lJSUhISEly9fWltbt2zZsnv37my1Z5Yfd7m5ubVr17a3t69Xrx4r7SqLiopu3779+vXr0tLSNm3adOzYkd49H2gQFxd3+/bttLQ0Nzc3eU7LyhFdWVmZnJyclZVVWlpar149d3d3enmyquTk5ISEhFevXtnb23/22Wc9evRg5aZCJpOlpqamp6fn5+e7uLi4u7vXr1+feVhdYzdhlhOLxR8+fMjKyiosLKxTp467uztbn84WFRWlpaWlpaVZWFjUq1evUaNGfD6flcgcxWLCLCeVSlNSUjIyMgoKClxdXd3d3dn6DE13N/NchISZ24wzYeYoJMwcZWlpKW84J5PJKH7VA8ZDFwkz6IGZmZkiHcrLy9PcAhyMjYWFhZOTU0lJieaW8GCEdJEwg96wnjCDfhg2YcaXSAAAAAAAAABqIGEGAAAAAAAAUAMJMwAAAAAAAIAaSJgBAAAAAAAA1EDCDAAAAAAAAKAGEmYAAAAAAAAANZB5OcAcAAAgAElEQVQwAwAAAAAAAKiBhBkAAAAAAABADSTMAAAAAAAAAGogYQYAAAAAAABQAwkzAAAAAAAAgBpImAEAAAAAAADUQMIMAAAAAAAAoAYSZgAAAAAAAAA1kDADAAAAAAAAqIGEGQAAAAAAAEANJMwAAAAAAAAAaiBhBgAAAAAAAFADCTMAAAAAAACAGkiYAQAAAAAAANRAwgwAAAAAAACgBhJmAAAAAAAAADWQMAMAAAAAAACogYQZ6BAIBIauAgDUXDgFKfB4PENXwVhgrwDQPxx3UBMgYQYAAJ0QCAS4l+Io3W07zu0VqDAAQA2HhBm0Jr8S43oMAAaBU5CC/PWy7l4ys76SdbfVsFcowaoAPcBxBzUEEmagD6dIAKiK4vyg6xwJWKeHFcvuIvSwj3FlZ+NKPQEAOAQJM2gHF2MA0BaL5w2cghRq166t9t/s4ty2012FObfvca7CwC2f7mDY2cC0IWEGSmQy2a1bt3x9fZWmCwSCc+fOlZeXG6RWAGBsPn78GBoaqnrzFBQU9P79e9phZTLZ3bt3V65cqTRdIBBERESUlZXRjsw5YrE4Li5OdQ0LBIJLly5VVlbSjpyTk3PgwAHVyFu3bn358iXtsISQhISEgIAApYkCgeD48eOFhYW0w5aXl0dGRqpW2NfX99atWzKZjHbklJSU3bt3q04PCQlJTU2lHVZ3CgoKwsPDVVfF+vXrnzx5YpAqgamSSCRXr15VewqKjY0ViUQGqRWATvGYXFGAEJKTk2PoKujc9evX/f39ExISqipQp06dxYsXT5482cLCgsmC7Ozs+Hx+bm4udktusbS0dHR0JITIZLLc3FxDVwe0Y21t7eDgUFhYyCTXIoRkZ2dv2rTpwIEDVcUxMzObMGHCkiVLGjRooFXkmzdv+vv7P3jwoKoCrq6uixcvnjJliqWlpXaV5hSZTHb+/PnVq1e/efOmqjJNmjRZtmzZyJEjtfqwubCwcNu2bSEhIUKhUG0BHo83bNiw5cuXN2/eXKs6JyQk+Pv7X79+vaoCjo6O8+bN+/nnn21sbKiHFYvFhw8f/t///peZmVlVmc6dO/v6+vbq1UurCqenp69fvz48PFwikagtYGFhMWnSpN9//71OnTpaRVaN4+TkVFJSUtU6p6isrGz37t07duwoLi6uqkzfvn19fX3bt2/PZEGg4OLiYmZmRggpKiqqaflhVFTUmjVrXr16VVWBRo0aLV26dMyYMfJVZIRcXV2FQmFJSYmhKwLacXR0lF/iS0tLGb6o4/P5dnZ2qtMXBLYXVaqPjISZKdNOmCUSycqVK3ft2kWl8Ndffx0WFubi4kJ7cUiYOQoJM6exkjDfvn172rRpVLa+g4PD7t27Bw0aRCWsVCpds2bNtm3bqBT+8ssv9+/fb6otA4VC4fz580+dOkWl8IgRI3bs2GFra0ulcGJi4uTJk6m8OLW2tt6yZcv48eOphCWE7NixY9WqVVKptNqSbdu2PXToUMOGDamEzcvLmz59+s2bN6kUnj17tp+fn7m5OZXCcXFxM2fOpPLS28XFZe/evT179qQSVi1WEuZ3795NnjxZQ/by6eL8/f1nzpxJe1mgUDMTZpFItGjRoqNHj1IpPGTIkF27dqnNSQwOCTNHGTZhNtLHP2AMJBLJ9OnTKWbLhJBbt24NHDgwPT1dp7UCAGMTGRk5duxYis9KiouLPT09Dx48WG1JqVTq5eVFMVsmhNy7d2/QoEEpKSkUy3NIWVnZ6NGjKWbLhJBz5855eHhoeOWoEB8fP3ToUIrNjCsqKry9vbdu3Uql8B9//LFy5Uoq2TIh5NmzZwMHDnz+/Hm1JdPT0wcNGkQxWyaE7Nq1a9q0aWKxuNqSR48enThxIsUm4nl5eRMmTDhz5gzFaujCkydPvvvuOyrZMiFELBb7+Pj89ddfuq4VmCShUDhmzBiK2TIhJDo6etiwYQUFBTqtFYDeIGGGKvn5+UVHR2s1y4cPHzw9PfFJM0DN8fjxY29vb61es0il0j/++OPatWuai61evfrcuXNaVSY1NdXT07O0tFSruYycTCabM2fO/fv3tZrr0aNHs2bNqqpdsVxycvJPP/2k7RfgAQEBZ8+e1Vxm165df//9t1Zhc3NzJ0+enJeXp6GMUCicMmWKth/Dx8TE+Pn5aS5z586dRYsWaV5dSiorK3/99VcNXwroVFZWlqenZ35+vlZz7d69e+/evTqqEpgqmUw2b968O3fuaDVXYmLizz//TOVZFYDxQ8IM6l25ciU4OJjGjI8ePVLt3AUATFJlZeXMmTNpPCMTi8WzZs3S8Ar0+vXr27dvp1GlxMREf39/GjMarYMHD0ZGRtKY8eLFixqyI5lMNnv2bM0JalUzzp8/X8PHw8+ePVPtno2KDx8+LF68WEOBtWvXauhNQ4OQkJBLly5V9Wt5efnMmTNptK2tqKiYOXNmRUUFjSoxtGjRorS0NBoz/vXXX69fv2a9PmDCjh49evr0aRozxsXFUW+lCGDMkDCDGlKplN7tjty+ffs+fPjAYn0AwDgdOHDg7du39ObNycnZsWOH2p9kMhmTpPfgwYMausXilrKysg0bNtCefdOmTUVFRWp/ioyM1PattUJpaamGWvn7+2v1qpZirVJSUkJDQ+mF1Vyr4OBg2h8TpaSk6P+d7a1bty5cuEBv3srKytWrV7NbHzBhQqFw7dq1tGcPDAyk8VQOwNggYQY1rl69+uzZM9qzi0SiPXv2sFgfADBOQUFBTGYPDQ1V+1rvxo0b9F4kylVWVoaEhDColxE5fvy4hne51crLywsPD1f7E8Nt988//6htD/zixYvLly/TDiuTyXbu3Kn2p6r2FoqeP38eFxenOl0ikTB8CbZr1y6Kn2qzheG2i4qKevfuHVuVAdN2+vTpjx8/0p69sLDw8OHDLNYHwCCQMIMaUVFRDCOcP3+elZoAgNF6+vQpwx62ioqK4uPjVaczPwVFR0ebRmf7rKwK1YkZGRkPHz5kErayslJtI2dte75QdeXKFbWNnGNiYhhGVlu3O3fuMHwDlpGR8d9//zGJoJWysrKrV68yDMJ8M0ENoaNTEAC3IGEGNTSMmUlRSkqKSfZVCwAK1fbaRYXas82NGzcYhk1PTzeBVtlSqVTtAwWt3L59W/XF7PXr15k/UFC7AzC/fJSWlqom8ykpKbQb/yuorbDudmMduXPnDvOvpln5q6EmYL5vP3jwQNueBQGMDRJmUINJ8xsFiuOUAABHsXKiUNtxEb3ejJSYwCkoLy+PeWokFotVG3Wzsu3UBtHRtmOrwqqPCTh3vWNl7EZW/moweYWFhcwHHZBKpRhwFLgOCTMoKyoqEgqFzONkZWUxDwIARis7O5t5ENVcTigUUhlAuFomcApiZQ0TdauClchq17COIrMSViQSqQ4Mq7tVoSOsLIvJh/FQc7C1Y5vA2RhqOCTMoMzW1tbMjIUdw97ennkQADBarBzjDg4OSlOsra2trKyYRzaBUxBbf4JqHFYiqw2io73Czs6OeVgej6caR0cV1h3dbTsAJWzt2NjfgOuQMIMyCwsLV1dX5nHq1avHPAgAGK06deowD1K3bl2lKTwez83NjXlkEzgFubm58Xg85nFUV7KOtl1VE5lHZiWsi4uL6rMY3a0KHdHRGgZQ5erqam5uzjwO9jfgOiTMoAYrjWeaN2/OPAgAGK2OHTvqKAgrX4S2bNmSeRDDsra2ZqWvb0dHR6Uputt2HTp0YB65ffv2SlOaNWvGPGxubq7qRN2tCh1hZQ3rs8LAXRYWFrTHVP8UK69hAAyIZxoDbxhQTk6OoavAPoFAwDwIjQ/D7Ozs+Hx+bm4udktusbS0lN+Ry2QytbekYMysra0dHBwKCwsrKyu1mpGVEwVRd64w1CnICOloVRj5ttNdZH1WWDMLCwsnJ6eSkhJtOw0xVIVBwcXFRf7lWlFREZOxwTnB9M7Grq6uQqGwpKTE0BUB7Tg6OlpaWhJCSktLy8vLmYTi8/lqP/NZENheVKk+Mt4wgzK2LsZsxQGAGgWnIAXOrQrdLYhzq8L4YVVAtXDcAcghYQYdwikSwFSxeHQbf5ZlYji37Tixh+hnZ8MuDQCgf0iY4f+DizEA6J/izINTkAK7q0IPOSdXth3nKqw7WAOgAVdOQQB6gIQZdAunSADTw6HjmkNV/ZQuqi2PyaEVwtEKczc+gILuTkEAXGRh6AqAcVHqmOHFixeenp7JyclU5rWxsQkMDBwzZoxOagYARkPpRCESif788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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(iris, aes(Sepal.Length)) + geom_histogram( ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(iris, aes(Sepal.Length)) + geom_histogram( ) + * labs( * x = "Sepal length", * y = "Count" * ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(iris, aes(Sepal.Length)) + geom_histogram( ) + * theme_classic() + labs( x = "Sepal length", y = "Count" ) ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(iris, aes(Sepal.Length)) + geom_histogram( * color = "black", ) + theme_classic() + labs( x = "Sepal length", y = "Count" ) ``` ]] .column[.content[ <img src="data:image/png;base64,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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(iris, aes(Sepal.Length)) + geom_histogram( color = "black", * fill = "lightblue" ) + theme_classic() + labs( x = "Sepal length", y = "Count" ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(iris, aes(Sepal.Length)) + geom_histogram( color = "black", fill = "lightblue" ) + * scale_y_continuous( * expand = c(0, 0) * ) + theme_classic() + labs( x = "Sepal length", y = "Count" ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(iris, aes(Sepal.Length)) + geom_histogram( color = "black", fill = "lightblue" ) + scale_y_continuous( expand = c(0, 0) ) + * scale_x_continuous( * ) + theme_classic() + labs( x = "Sepal length", y = "Count" ) ``` ]] .column[.content[ <img 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Gr69OlLly7Nz9Crrrqq6k/HIJ9efPHFDz74IM9DzznnnC5duuR5aI4sW7Zs9uzZ+Zn1zjvv5GcQAA1VwwzmPn36zJgx46OPPpo7d+7AgQO/2J/JZB5//PGq7R07doTnPvjgg1WvQH9Zp06dVq9eLZjh6+zaUVG1MWnSpLwNHTVqVJMmTfI2Dqo8+OCD999/f56HPvLIIw0mmEtKSkaPHl3bqwCA/dJgg7lr166lpaX33Xff1q1b+/fv37Rp02XLlj3yyCPLly9v0aLFli1bioqKanuZAAAA1F0NM5gLCgrGjh07bty4lStXTpkyZcqUKVX7W7Vq9ctf/vKuu+5KKRUXF4fndurUaY+bzxUVFYsWLQrfiAb2cPgxnZs1b5G76+/YUbF6SWnurg/7r1XbdoccdkROR6xc/P6unTtzOqIWFTVpcvTxJ+R0xKqli3dWeDoMgOprmMGcUmrXrt2kSZNmz55dUlJSVlbWqlWrk046aciQIUVFRVu2bEn/+57zV91666177CktLf3Wt76V8xVDg3D1uIndTx+47+Oqa8UH79148Tm5uz7sv/7nXfTj39yZ0xHXnTvg4xUf5nRELTq4Q8ffPjEzpyN+8d3By99/N6cjAGjYGmwwp5SKioqGDh06dOjQL+9cuHBhSqmwsPCoo46qpXUBAABQD3zjvmD2lVdeSSn16NGjadOmtb0WAAAA6q6GGczLli276aabRo4cuWnTpi/vX7Vq1XPPPZdSOu+882ppaQAAANQPDTOYjzrqqE8//XTTpk133XXXJ598UrVz0aJFEyZM2LVrV48ePU477bTaXSEAAAB1XMN8h7moqOjnP//57bff/v77748ePbpt27aVlZXl5eUppeOOO27MmDG1vUAAAADquoYZzCmlHj163HvvvU8//fRbb721YcOGwsLCrl27Dho0aOjQoYWFhbW9OgAAAOq6BhvMKaUjjjjimmuuqe1VAAAAUC81zHeYAQAAIEuCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKCGQAAAAKNa3sBADRMZWVlf/zjH/M8tH379ldeeWWeh0I+7dy5c9KkSXkeWlxcfP311+d5KEBdIJgByImNGzeOGTMmz0NPPvlkwUzDtmPHjvz/k9WhQwfBDHwzeSQbAAAAAu4wA5Bz3U49vbAoh//F+XTd2tVLSnN3faibvtWrT9NmzXJ3/c2bPv3wvUW5uz5A3SeYAci5m6fc36JV69xd//m/Pjp57A25uz7UTdfdOenwY7vk7vpvvvjcHaNH5O76AHWfR7IBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAgIJgBAAAg0Li2FwBQR7322mv//d//nZ9Z77777vr161NKRx55ZJcuXfIzdOTIkSeeeGJ+ZuXautWrqjbWrl07ZsyYnM564403cnp9AKDuEMwAsZKSkrvvvru2V5FD/fv3bzDBvHHtx1Ub69evb9h/1wCAfPJINgAAAATcYQbYh5ZtDu5+2sCcjih5cfaO7dtTSocf2+WYb52U01lvvDBrZ0VFTkfUouKWrXoOOCunI958+fmKrVtyOgIAqCMEM8A+HNap8y/u+WNOR4w++9Qd29eklE79p3N/+H9+ndNZPz6z16cNN5gPOeyIXP/Nuu68gR8LZgD4ZvBINgAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAAQEMwAAAASyDeYrrrjiiiuuWLt27f4c/Lvf/a59+/aXX355lkMBAAAg17IN5ocffvjhhx/evHnz/hzcoUOHjRs3zp07N8uhAAAAkGt5fSR7+fLlKaV169blcygAAABUQ+NqnDN58uQ99jz00EPt27ffyymVlZWLFy9+4IEHUkotW7asxlAAAADIp+oE8/XXX7/HngkTJuz/6f3796/GUAAAAMin6jySPXLkyBNOOKGgoKAa5x5//PH33HNPNU4EAACAfKrOHeY//elPKaXy8vLXX3/9O9/5TkrphhtuaNu27d7PatOmTZcuXYYMGdK4cXWGAgAAQD5Vv11bt249ZMiQqu2f/vSnxx13XA0tCQAAAGpftjd7x40bl1La5+1lAAAAqF+yDebx48fXxDIAAACgbqnJ14k3bty4bt26bdu2ZTKZvR/Zp0+fGpwLAAAANa4GgnnLli133nnnQw89tGrVqv08ZZ9FDQAAALUr22DeunXrgAED3nrrrRpZDQAAANQR2Qbzvffe+0Utt2rV6qSTTmrdurUfjgIAAKC+y7Zsn3zyyZRSUVHRv//7v48YMaJRo0Y1sSoAAACoZdkGc2lpaUrp2muvHTlyZE2sBwAAAOqEbG8I79ixI6U0YMCAmlgMAAAA1BXZBvNhhx2WUiouLq6JxQAAAEBdkW0w9+vXL6W0dOnSmlgMAAAA1BXZBvM111yTUvrP//zP3bt318R6AAAAoE7INpgHDRr061//euHChVdeeWVFRUWNrAkAAABqXQ38YPJtt93WqVOnG2+88YUXXhg1alS/fv3at2+/959i7tmzZ/ZzAQAAIHeyDeZmzZp9cWN58+bN48eP35+zMplMlnMBAAAgp7J9JNtj2AAAADRI2d5hPu2004qLiwsLCxs1yra9AQAAoO7INphfe+21GlkHAAAA1CluCwMAAEBAMAMAAEAg20eyy8rKDuj4ysrKbdu2HX300VnOBQAAgJzKNpgPPvjgapzlZ6UAAACo4zySDQAAAIFs7zB369ZtL59WVlauW7du06ZNKaWWLVuec845TZs2bdGiRZZDAQAAINeyDeZ33nlnn8eUlpZOnTp18uTJO3fuvP/++6v3FDcAAADkUz4eye7ates999wzbdq0GTNmnHvuuTt37szDUAAAAMhG/t5hHjZs2A9+8IN58+Y98MADeRsKAAAA1ZPtI9kH5MILL3z00Ucfeuih0aNH52dieXn5X//619dff339+vVNmzbt2LHj2WefPWTIkCZNmuRnAQAAANRTeQ3mtm3bppRKS0vzM27p0qXjx48vLy8vKCho06bNjh07SktLS0tL586dO27cuIMOOig/ywAAAKA+ymswf/zxxymlqi/NzrUtW7bcdttt5eXlp5xyyjXXXNOhQ4eUUklJyb/9278tWrTov/7rv0aNGpWHZQAAAFBP5e8d5kwm88gjj6T/vc+ca9OmTdu0aVPnzp1vueWWqlpOKZ1yyilXX331iSeemMlk8rAGAAAA6q9s7zCXlZXt/YDPP/+8vLx80aJFU6dOnTNnTkqpT58+WQ7dp88//3z27Nkppcsuu6xx4//vf+OgQYMGDRqU6wUAAABQ32UbzNX4UeWf/OQnWQ7dp/fff3/z5s1NmjTp1atXrmcBAADQIOX1HeaCgoJbbrnlwgsvzPWg5cuXp5SOOuqooqKilStXzpkzZ+XKlZWVlR07duzfv3/Pnj1zvQAAAADqu2yDuUuXLns/oKCgoFmzZh06dOjdu/fll1/eo0ePLCfuj6pvF2vbtu3TTz99//337969+4uPZs6cOWDAgBtvvLGoqCg898EHH1y9evWX95SXl3fq1GnTpk2fffZZTpcNkAfbtmyp2pg6der06dNzN8i/M7O3uez/fU3mf/zHf7zwwgv5GTpx4sRqPD4GAA1StsG8ZMmSGllHzdq2bVtKafny5W+++eaFF1547rnnduzYcdOmTc8888zjjz/+yiuvtG7d+uueDH/ppZcWLFiwx8727dtXVFT4P39AA7CzYnvVxjPPPFO7K2GfKrZurdqYM2dO1feA5MGtt94qmAGgSv6+JTufKisrU0rr168fPnz4VVddVfVsdocOHUaMGDFs2LCU0syZMzds2FDbywQAAKDuyus7zHnTtGnTlFJBQcHFF1+8x0ff//73n3zyyd27dy9YsJM/xjMAACAASURBVGDw4MFfPffMM8/s3Lnzl/eUl5c/+uij27dvz92CAfKv58BBhxx+ZO6uv2n9J288Pzt31/9G6X76wI5HHZO76++o2P7S00/k7voAUE/VWDBXVlZOnz595syZ8+fP/+ijjz777LOCgoLWrVsfffTRffr0GTZs2BlnnFFTs/apZcuWKaU2bdocdNBBe3zUokWLNm3alJWVrV+/Pjz3hz/84R57SktLf/vb3+ZinQC16LzLRp36T9/J3fXf+ccrgrmmDP7+ZQMv+G7url+2YZ1gBoCvqplgnjFjxujRo1etWrXH/rKyshUrVrz88suTJk3q06fPn/70p27dutXIxL07+uijU0rbt2/PZDIFBQV7fFpYWJhSatSoYT6ODgAAQI2ogWh87LHHLrjggq/W8h7eeOONfv36lZSUZD9xn7p161ZQUFBRUbF06dI9Ptq+ffunn36aUurQoUMeVgIAAEA9lW0wb9iw4corr8xkMiml3r1733333bNmzSotLf3oo4/WrFnzwQcfzJgxY/z48ccff3xKaevWrd/73vd27NhRAwvfq0MOOaTqVvajjz66x0dPP/10JpNp1KjRt7/97VwvAwAAgPor22D+wx/+sGXLlpTSlClTSkpKbr755sGDBx9//PGHHXbY4Ycf3rVr1/POO2/cuHHvvffeLbfcklJauXLln//85xpY+L6MGjWqoKDgf/7nf6ZOnVr1K1O7d+9+7rnnpk2bllIaMmRIu3bt8rAMAAAA6qls32GeNWtWSmn48OE//elP93JYYWHhv/7rv86bN+/ZZ5/929/+dvXVV2c5d5+6du16/fXXT5kyZebMmbNnz27Xrt1nn31W9U3X3bt3v+qqq3K9AAAAAOq1bIP5gw8+SCkNHz58fw4eOXLks88+u2DBgiyH7qfBgwd36dLlqaeeevvttzds2HDQQQd169Zt0KBBgwcPrvreLwAAAPg62QZz1RdoHXXUUftzcNWbzBs2bMhy6P479thjb7jhhryNAwAAoMHI9h3mpk2bppSqXhLep127dqWUioqKshwKAAAAuZZtMB966KEppXnz5u3PwVWHVZ0CAAAAdVm2wdy/f/+U0r333rt58+a9H1leXj5p0qSU0sCBA7McCgAAALmWbTD/y7/8S0ppxYoVgwYN2st95pdffnngwIErVqxIKV122WVZDgUAAIBcy/ZLv4YOHTp48ODZs2e/+eabffv27dq1a79+/Y499tiWLVtmMpnNmzcvW7bs1Vdf/fDDD6uOv+iii4YMGZL1sgEAACC3sg3mlNK0adOGDBnyxhtvpJRKS0tLS0u/7sizzjrrkUceyX4iAAAA5Fq2j2SnlNq0afPqq6/eeeedRxxxxNcd06VLl/vuu2/OnDktWrTIfiIAAADkWg3cYU4pFRUVjR079uabby4pKSkpKVm1alV5eXlBQUHr1q2POeaYPn369OzZs6CgoEZmAQAAQB7UTDBXKSws7Nu3b9++fWvwmgAAAFArauCRbAAAAGh4sgrmTCazZMmSvR/z2WefPfXUU9lMAQAAgPyrfjC//fbbp5xyytChQ/d+2OTJk4cNG3b++edv2LCh2rMAAAAgz6oZzLNmzerXr9/8+fOXLFmyYMGCrzts+/bt99xzT0ppxowZ/fr1W7NmTTWXCQAAAPlVnWBesmTJsGHDtm/fnlIqLCxcunTp1x3ZrFmzyZMnt2/fPqW0bNmyCy64YMeOHdVeKwAAAORNdYL52muv3bp1a0rphBNOKCkpueSSS/Zy8A9+8IP58+d37do1pbRw4cLbb7+9egsFAACAfDrgYF64cOGzzz6bUmrXrt306dN79Oixz1OOPPLIWbNmtW3bNqV0zz33bNy4sRoLBQAAgHw64GB+/PHHqzYmTZrUuXPn/Tzr6KOPrrq3vHXr1mnTph3oUAAAAMizAw7mV155JaXUunXr4cOHH9CJo0aNatGiRUpp5syZBzoUAAAA8uyAg/mDDz5IKfXv37+oqOiATiwuLj799NNTSm+99daBDgUAAIA8O+Bg3rRpU0rpmGOOqcawqrPWrVtXjXMBAAAgnw44mCsrK1NKjRs3rsawgoKClJJflgIAAKDuO+Bgrvqy6+p90/XatWtTSi1btqzGuQAAAJBPBxzMHTp0SNV6DzmTybz++usppU6dOh3ouQAAAJBnBxzMffv2TSm98847y5YtO6AT586d+/HHH6eUevXqdaBDAQAAIM8OOJjPOeecqo3bbrtt/8/KZDK//OUvq7YvuOCCAx0KAAAAeXbAwfzd73730EMPTSk9+OCDDz300H6e9bOf/ey1115LKR1++OEXXXTRgQ4FAACAPDvgYG7WrNmYMWNSSplM5kc/+tHdd9+9e/fuvRxfVlZ26aWXTp48ueovJ0yY0KRJk+qtFQAAAPLmgIM5pfSzn/3s/PPPTylVVlaOGTPm5JNPnjp16tKlS798TGVl5bx588aMGdO5c+fHHnusauewYcOuuuqq7BcNAAAAuVadn1Nu1KjRX/7yl3/+539+8cUXU0rvvffetddem1Jq06bNIYccUlxcXFZWtnbt2oqKii+fdf755z/88MM1smgAAADItercYU4ptWrV6rnnnhs7dmzTpk2/2FlWVrZ48eKFCxeuWLHiy7XcvHnzu++++29/+1uzZs2yXS8AAADkRTWDOaVUWFh45513Ll++/Fe/+lXPnj0bNdrzUo0aNerbt+/EiROXL19+8803f/UAAAAAqLOq80j2l3Xs2PGOO+644447ysrKPvzww40bN27ZsqVZs2aHHnpo165di4uLa2SVAAAAkGfZBvMX2rRp06tXr5q6GgAAANQuj0kDAABAQDADAABAQDADAABAQDADAABAQDADAABAQDADAABAQDADAMD/Ze/Ow6sqzMSPn5uEJAQoYVcBUawrKkJxq0spKohYrXbACi7Y0SL61K0jrWPHhdqxT+taN6w+1nZ0foNatYi2WqRY0SJFRBahuIAIyiIECNkwy++PqxkmvFAFLpdcP5+/DvfknvPehCT3m3POvQABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAAABwQwAAACBgmwPAADAl91///d/P/300zt5pyNHjjzllFN28k6B5kUwAwCQZXPmzHn88cd38k6POeaYnbxHoNlxSjYAAAAEHGEGAGBXscfe+xx54skZ3cVLE36/ZsXyjO4CyBmCGQCAXUWP/Q4854fXZnQX81+fLpiBz8kp2QAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAoyPYA7AC//e1vH3nkkZ280+9///tDhw7N6C4GDRpUX1+f0V00UVBQ8Mc//nFn7pEvavXyjxqXBw8enJeXwb/6ffDBB5nbOOxSKtava1wePnx4UVFR5va1YsWKzG0cYJudeuqpNTU1O3mnf/7zn3fyHvmiBHMueO+99yZNmrSTdzpw4MBM7+LFF1+sq6vL9F42VVhYuDN3xzaoqapsXJ48eXIWJ4FcUlv7SePyyy+/nMVJALJl8uTJVVVV2Z6CXY5TsgEAACDgCHNO6bbPvv2/PSyju5j0+KPLlyzO6C42N3jEBR122yNz21/14dLn/99vM7d9MmT4lT/Oy8vP3PZfnvjk+/+Yn7ntw67pzO//oKTNVzK3/denTJr/+muZ2z7Adhr03fM6de2eue2vXv7hHx/9Tea2z44lmHPK7j32PuOiSzO6i1lTp+z8YP7Gad/Zt3ffzG3/H2/MEMzN0bf/dXR+QYvMbf+9ebMFM19CJw8f2WG33TO3/XWrVwlmYFd23KlnHNjvyMxt/925bwrmZsQp2QAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAoyPYAGVReXj5x4sTp06d/+OGHGzdubNOmTc+ePQcMGHDcccelUqlsTwcAAMAuLWeD+d13373xxhvXrl2bJEmLFi1atWq1du3amTNnzpw5869//euPf/zjgoKcfewAAABsv9yMxsrKyptuumnt2rXdunUbPXr0wQcfnEqlysvLx48fP2HChOnTp//+978/66yzsj0mAAAAu67cvIZ5ypQpq1evLigouP766w855JD0Cdht2rS58MIL+/btmyTJ5MmTsz0jAAAAu7TcDOZUKtWnT58BAwZ06dKlyap0MK9cuTIbcwEAANBs5OYp2YMHDx48eHC4Kn20ubS0dOdOBAAAQDOTm0eYt6S2tvYvf/lL8tlxZgAAANiS3DzC3ERDQ0NZWdnbb7/92GOPvfPOO127dj333HO39ME//elPFy5cuOkt1dXVBx544IoVK9asWZP5YQEAdglL3/30GdGaNWv69euX0X0tW7Yso9vPivr6+iOOOGIn77Rly5Yvv/zyTt4p5LDcD+bbbrttypQp6eVu3bqNGDHi9NNPLy4u3tLHv//++/Pnz29yY0lJSYsWLTI3JADArqa6qiq9UFtb+/rrr2d3mGZq53/eWrVqtZP3CLkt90/JzsvLy8v79GGuXr163rx5s2fPzu5IAAAA7Ppy/wjzFVdcccUVV2zcuHHZsmUvv/zy008/PWvWrNNOO+3CCy8MP/6888475ZRTNr1lxYoV1113XUVFxU6ZFwBg19KyVevzf3RdRnfx1AP3rPjg/YzuIru+c/Hlnfbomrntf7jovQm/GZe57cOXVu4Hc1phYeHee++999579+zZ8xe/+MWECROOP/74/fbbb/OPPP7445vcsnDhwksuuWSnjAkAsMspLC4+adg5Gd3FX54cn9vBfNTAU3oedEjmtj/v738TzJAJuX9KdhPHHHNMSUlJkiRvvvlmtmcBAABg15WbR5hvvvnm5cuXH3PMMcOGDWuyqr6+fuPGjemFbIwGAABA85CbR5hra2sXLVr0/PPPV1ZWNlk1Y8aM2traJEl69OiRjdEAAABoHnIzmL/zne+kUqlVq1Zdf/31CxYsaGhoSJKkpqZm0qRJv/rVr5Ik6dy5c9++fbM9JgAAALuu3Dwl+6CDDrrkkkvGjRv3j3/8Y8yYMfn5+SUlJeXl5em17dq1+/d///fCwsLsDgkAAMCuLDeDOUmSQYMGHXzwwc8999zs2bNXrFhRUVHRunXrbt269evX75RTTmndunW2BwQAAGCXlrPBnCRJ165dL7roomxPAQAAQLOUm9cwAwAAwHYSzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAQzAAAABAoyPYAkH1L312YXti4cWP79u0zuq/q6uqMbh+ArPjo/UXphcsvv3zMmDGZ21FDQ0PmNg5AE4IZkvq6+sblsrKyLE4CQDNVX//pr5LKysrKysrsDgPAjuKUbAAAAAg4wgz/Kz+/4CcPPJrRXTx6+83vzJmV0V0AkEXfumBU3+MGZG77G9atvfXKUZnbPgCbEszwv1J5qUO/flxGdzHhN/dndPsAZFe3nvtm9FdJ2aoVmds4AE04JRsAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACghkAAAACgpkvZtH8uemFMWPGpDKsrq4uuw8WAMg97y+cn1644oorMvpMJj8/f6c9qMUL5qUXKioqMvqgclhVVdVO+3rtNLfffvvO/0xee+212X7cO5JgBgAAgIBgBgAAgEBBtgeguRpy3oXfOP1fMrqLMd85OaPbBwC+zE7/3uhjhpyeue3X19X9eNiQzG0/VFhcfNOjT2d0F7++8Zp3Zr+RJMn+h33tX//jZxnd140jh1WUr0+SZPCIC7555lkZ3VduP/Pc+6CDR//0lozu4ne/+Onc117J6C6yQjCzjTp02W2fXodmewoAgG3UYbfdM/pkpr62NnMb35JUKi/Tz9BKWrX+dKHNVzK9r7z8T2ulXecunnluj+KSVpn+BLb+StuMbj9bnJINAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAAcEMAAAAgYJsD5BBDQ0NL7744l/+8pclS5ZUVFSUlpYedNBB3/rWt/bff/9sjwYAAMCuLmeDuba29qabbpo5c2aSJEVFRaWlpWVlZX/9619ffvnliy666NRTT832gAAAAOzScjaYH3744ZkzZ7Zs2XL06NHHHXdcfn5+ZWXlY4899uSTTz7wwAP77LPPgQcemO0ZAQAA2HXl5jXMa9asee6555IkGTVqVP/+/fPz85MkKSkpGTly5Ne//vWGhoZHHnkk2zMCAACwS8vNYJ42bVptbW1paWn//v2brPrWt76VJMncuXPLysqyMBkAAADNRG4G87x585Ik6dWrV15e0we4//77t2jRoqGh4a233srGaAAAADQPuXkN89KlS5Mk6dq16+arCgoKOnfuvGzZsg8++CC8b2VlZW1t7aa3VFRU5OfnNzQ01NfXr127tq6ucN2kQAAAHOtJREFULhMzb4/q6ur0wsbq6hXL4se1o9TX16cXNqxbm+l9NSpbuTKj+ypfu7pxOdMPamNN1acLO+OL9en/1cr163beF+vjzH6x1q35uHF5xdIP8lu0yNy+qqsq0gufbKzJ+Ber7tMfO5XlO++LtW71qozuq+zjlY3LHy9bWlG+PnP7qq7YkF74pHZjpj+BdZ/9jqjaUJ7pfTUkDemFdatXZ3Rfa1asaFz+ePmy2rrarXzwdqrcUJ5eqK+tzfQn8JNPNqYXqis3ZPw7q+HTL9b6tWsy+2Pw4//9Mbh6xUf5hYWZ21flunXphfq6uox/sTZ+9sWqqsj4d1b9p1+sDWsz+2SmfpOnlGtWLm/VtjRz+ypvPHeyvj7jT2Y+e+ZZU121057MVOzMJzOrVmT2R+7K//2Ru2jRosztKEmSNWvWpBc+qcn4k5maqsr0QnV19S57Mm9RUVFJSckXukuq4bOf77nk/PPPLysrGzVq1JAhQzZfe80118ybN2/w4MGjR4/efO2FF144a9aszW+fP39+ZWXljp8VAACAzLviiituv/32L3SX3DzCnD7i2mILh56KioqSTY7Kfk577rnnggULtn82aNY6deqUfhW9srKympqabI8DOaVDhw7p31zr1q2rqqrK9jiQU9q3b19YWJgkSXl5eUVFRbbHgZxSWlpaXFycJElFRUV5eXm2x9nBcjOY01KpVHh7+qD6ltZuSc+ePQUz7LbbbuknHNXV1YIZdqwuXbq0bNkySZLa2lrBDDtWx44d27RpkyTJsmXLBDPsWO3bt2/Xrl2SJMuXLxfMzUNxcXFVVdWWns2nb08/KdnczTffvPGzq2g2VVdX1+TaZvgSuvjii9MXw4wbN+7www/P9jiQU8aMGbN48eIkSW6++eYBAwZkexzIKWPHjp07d26SJD/60Y9OO+20bI8DOeX222//29/+liTJqFGjRowYke1xtqZt27Zf9C65Gczt27cvKytrvMa9ifTt6b+CbK5Tp04ZnAyauYKCT39odOnSpWfPntkdBnJM4Wev3tSpUyffX7BjNR4pad++ve8v2LFatWqVXigtLc2976/cfFup7t27J5+9VnYT1dXVq1atSpJkzz333NljAQAA0HzkZjAfeuihSZLMmzdv85Oo58yZU1dXl5+ff/DBB2djNAAAAJqH3AzmI488sri4uLy8/M9//vOmtzc0NDz11FNJkhx++OGtW7fO0nQAAAA0A7kZzG3atDnjjDOSJHnooYcmT55cV1eXJEl5efldd901d+7cgoKCc845J9szAgAAsEvLzRf9SpLkrLPOWrJkySuvvHLHHXeMGzeudevWZWVldXV1LVq0uOqqq1zADNvmsMMOW7t2bZIk7du3z/YskGsOPvjg0tLSxMtPQgYccMAB6bcU3X333bM9C+Sar371q+vXr08+eyWpHJNKvylxrnrppZdeeOGFxYsXV1VVtWvXrnfv3meccUZOfiEBAADYsXI8mAEAAGDb5OY1zAAAALCdBDMAAAAEBDMAAAAEBDMAAAAEcvZtpYAdZfTo0cuWLdvS2mHDhnljc9hO69ate+qpp6ZPn75q1aqioqLddtvtm9/85kknnVRYWJjt0aC5uu2226ZMmbL1j7nqqqv69++/M6aBXFRWVjZhwoSZM2d+9NFHn3zySevWrXv06HHssceedNJJ+fn52Z5uhxHMwD+xYcOGJEmKi4vz8oJzUjyhh+307rvv3nDDDevWrUulUqWlpTU1NQsXLly4cOHUqVOvv/764uLibA8IzVJRUVFJScmW1lZVVTU0NIS/14DPY+7cuTfddFNlZWVhYWH37t1bt269atWq2bNnz549+/nnn7/hhhvatm2b7Rl3DG8rBfwTZ555Zm1t7dixYw877LBszwK5ZsOGDZdeemlZWdnXvva10aNHd+7cOUmS119//dZbb92wYcOZZ545cuTIbM8IuebNN9/8j//4j44dO95zzz0tW7bM9jjQ/FRVVV100UXr168/7LDDfvjDHza28bx588aOHVtVVXXcccddffXV2R1yR/F3NWBrqqura2trkyRp3bp1tmeBHPT444+XlZX17Nnz2muvTddykiRf+9rXvv/97x944IH+qA07XHV19V133ZUkySWXXKKWYdu88cYb69evT5Lkkksu2fRIcq9evU477bQkSV599dW6urqszbdDOSUb2Jr0+diJYIYMqKurmzRpUpIkw4cPLyj4P7+R+/fv79JKyITf/va3K1euPPbYY/v165ftWaC5qqqqSpIkLy+vS5cuTVbtvvvuSZLU1dV98sknuXElsyPMwNZUVFSkF1q1apXdSSD3LFiwoLy8vLCwsE+fPtmeBb4U3nvvvT/+8Y8tW7a88MILsz0LNGN77bVXkiT19fVLlixpsmrp0qVJknTp0iVnXoPDEWZga9JHmFOpVE1NzcSJE+fOnbt27dqioqIePXp84xvfcFUzbI/FixcnSdK9e/cWLVosWbJk8uTJS5Ysqa2t3W233b7+9a/7/oId7v7776+vrx86dGj79u2zPQs0Y/vss0+/fv1mzJhx9913jxkzplOnTunb58yZM3HixCRJzj777KwOuCN50S9ga6ZPn37TTTelUqni4uL06TebOvbYY6+88soWLVpkZTZo7h588MEJEyYcfvjhvXv3fuihh+rr6zdde8wxx1x11VW+v2BHee211372s5917Njx/vvv950F26mmpub+++9/6aWX6uvru3Xr1qZNm48//nj58uUdO3Y8++yzTzrppGwPuMM4wgxsTfoIc0NDQ+fOnb/73e8eeuihxcXFy5Yte/LJJ6dMmTJ16tRWrVpdeuml2R4TmqXKysokSRYvXjxz5sxTTz110KBBu+22W1lZ2fPPP//EE0+88sorbdu2vfjii7M9JuSChoaGRx55JEmSoUOHqmXYfkVFRX379l26dOmCBQvef//99I15eXm9e/fu0aNHdmfbsRxhBrZm5cqV7733Xl5eXp8+fZo8w7j//vufffbZVCp133337bHHHtmaEJqv2267bcqUKUmSjBgx4qyzztp01cMPP/zkk0/m5eU9+OCDHTt2zM58kENmzJgxduzYVq1a/eY3v8mZSyshi+6+++4XXnihXbt255577qGHHtq2bduVK1dOmjTpmWeeaWhouPzyy3PmpSu96BewNZ07dz7qqKOOOOKIzf8eP3z48Ly8vIaGhpkzZ2ZlNmjuioqKkiRJpVKnn356k1X/8i//kiRJfX39rFmzsjAZ5JxnnnkmSZITTjhBLcP2mzJlygsvvFBQUDB27NgTTzyxc+fORUVF3bt3v+CCC0aNGlVXVzdu3Ljy8vJsj7ljCGZgG7Vp0yb9trErV67M9izQLLVp0yZJktLS0s2fwbdu3bq0tDRJklWrVmVhMsgtZWVl6b89HX/88dmeBXJB+vSo8OzrE044obCwsLKy8vXXX8/CZBkgmIFtl36NIheDwbbZc889kySpqqoKL49Kv31lXp7f1LC9Xn311YaGhnbt2u27777ZngVyQfqPuZu/CXOSJAUFBek/By9fvnxnj5UZfg0DW/PKK6888cQTM2bM2HzV+vXr0z8u0+9QD3xRvXr1SqVS1dXV7777bpNVVVVVa9asSZIkfR4HsD3eeOONJEl69+6dSqWyPQvkgpYtWyZJsnr16s1XNTQ0pF8yNn3ZUQ4QzMDWTJ48+Xe/+92vf/3rmpqaJquefPLJhoaGgoKCvn37ZmU2aO46derUq1evJEnGjx/fZNWECRMaGhry8vIOPfTQbIwGOWX+/PlJkuy1117ZHgRyRPpkjbfeemvzC5Xnzp2bftK43377ZWGyDBDMwNaceeaZqVRq+fLlN954Y+N7BlRUVPzXf/3XU089lSTJaaed1r59+6zOCM3YyJEjU6nUa6+9du+996bfZaq+vv7FF198/PHHkyQ56aSTOnTokO0ZoXlbu3Zt+jl9+iIIYPsNGTIkPz+/vLz8lltu+fjjjxtvX7BgwV133ZUkyVe/+tWDDjooewPuSN5WCvgnnn322QceeCB9uXJJSUlJScmaNWvS/xwwYMBll13mGkvYHpMmTbrnnnvq6uoKCgo6dOiwfv36qqqqJEkOOeSQ6667LmdOaYNsWbhw4b/9278lSXLLLbfkzCEvyLqpU6fecccdGzduzM/P33333du2bbtq1ar0C8HuscceY8eOzZlLigQz8M+9//77EydOnDNnzqpVqxoaGkpLS/fff/+BAwf26dMn26NBLli0aNHTTz89Z86csrKy4uLivfbaq3///ieeeGL6db+A7TFr1qzrrrsuSZL77ruva9eu2R4HcseKFSueffbZN99886OPPvrkk09KSkr23HPPo446atCgQbn0/m2CGQAAAAJOpAQAAICAYAYAAICAYAYAAICAYAYAAICAYAYAAICAYAYAAICAYAYAAICAYAYAAICAYAYAAICAYAYAAICAYAYAAICAYAYAAICAYAaAL4WjjjoqlUqlUqnFixdn4uN3fSeffHL6Ec2aNSvbswDQPBRkewAA2IXU19e/8MILf/jDH2bNmvXee++Vl5dv3LixpKSkS5cu++23X//+/b/73e92794922MCADuDI8wA8Klp06b17t178ODB48aNmzZt2sqVK6uqqurq6srLy995553nnntuzJgxPXv2vOaaa+rq6rI9LFs0cuTIVCp19913Z3sQAJo9R5gBIEmS5KWXXjr55JOrq6uTJCktLR0yZEjv3r07depUUFCwdu3aefPmTZw4cenSpbW1tT//+c/LysrGjRuX7ZGJvfbaa9keAYAcIZgBIKmvr7/gggvStXzuuefec889bdq0afIxd91115gxY26//fYkSe6///6hQ4eecMIJWZiVrVq3bt0//vGPbE8BQI5wSjYAJFOnTl20aFGSJPvuu+9DDz20eS0nSVJQUHDbbbcNHz48/c9bbrllp47I5zN9+vSGhoZsTwFAjhDMAJAsXLgwvdC/f/+Cgq2dfvWTn/zkwgsvvPPOO6+55prwA6ZNm3bxxRcfeOCBpaWlRUVFe+yxx8CBA++8886KiorNP/iAAw5IpVKFhYXpf44fP37QoEHdunUrKirq0qXLwIEDH3nkkS3lX0VFxb333jt48ODu3buXlJQUFhZ26dLlhBNOuPPOO8vLy7/Ag98mX+hhHn300alUqmXLlul/vvzyy8OHD997772Li4vbtm17xBFH/PznP6+srAx39M4771xyySX77bdfq1atOnTocNRRR917771VVVVJkowaNSr9qtdvvvlmkiQ33HBDKpUaOHBg+o4/+MEP0mvPOeecJttMf4n/9re/DR8+vGfPnp9nDAC+pBoA4EvvgQceSP9aHDZs2DZvpLq6+rzzztvSL9wuXbpMnTq1yV369OmTXltRUbF516UNGTKkpqamyR1fe+21PfbYY0v72muvvebOndvkLkceeWR67aJFiz7Pw9nSx2/DwxwwYEB6bX19/fXXXx/esU+fPhs2bGhyx8cee6y4uHjzD+7Xr9/y5cuHDRuW/ufChQsbGhq2tOURI0aktzZo0KD0LW+//fYvf/nLvLzgsEE4BgBfWo4wA0By8MEHpxeeeeaZ+fPnb9tGhg4d+rvf/S5Jkh49etx2222vvPLKjBkznnjiiaFDhyZJsmLFihNPPHH27Nmb3qXxaPbNN9/8yCOP9O3b98477/zDH/4wfvz4733ve+mie/bZZ8eMGbPpvVasWDFkyJAPP/wwSZL+/fs/8MADkyZNevHFF8eNG5cu8MWLF5966qnpS7J3uG14mPn5+emFhx566MYbb+zdu/cdd9wxceLExx577PLLL2/RokWSJG+88cZ//ud/bnqvefPmjRgxIv0o+vfv/z//8z/Tpk17/PHHBw0aNGPGjHPOOafxaHb603jZZZe9/fbbV155ZfrG66+//u2333777bdvvfXWJg/h+eefv/rqq3v16pUeY/z48Zdeeml6I2+88cbPfvazHfwpA6D5ynaxA0D21dfXH3bYYenfjO3atfvVr35VXl7+hbbw4IMPpu9+9NFHr1u3rsna++67L7328MMP3/T2xqO4+fn55513Xn19/aZrx48fn15bUFCwdOnSxtuvvfba9O0DBw6sq6vb9C4bN2486qij0mt//etfh/vaniPM2/YwGw/ttmnT5vzzz6+trd107cMPP5xeu+eee256+7e//e307WeffXaTz0z6M9B4jvemE/70pz9N33jXXXc1GW/TMUaMGNFkjPRfAZIk6d69++f5/ADwZeAIMwAkqVTq0Ucf7dChQ5IkZWVll112WadOnQYPHvyLX/zi1Vdframp+adbSL8GWIsWLR599NGvfOUrTdZefPHF3/jGN5Ik+fvf/z59+vTN7962bdt77703lUpteuOwYcO++c1vJklSW1v7+9//vvH24uLiQYMG9e3b98orr2xyXnGLFi0uu+yy9PLkyZM/x0P/YrbzYXbo0GHcuHGNB5zTzj333PSmlixZsnr16vSN69ate+6559L7uvXWW5t8Zm666aYjjjgifSXzNujYseODDz7YZIxzzjmnXbt2SZJ88MEHH3/88bZtGYAcI5gBIEmS5KCDDnrjjTdOP/309D+rq6v/9Kc//ehHPzrmmGPatm173HHH3XDDDVt6BeY5c+YsWLAgSZIBAwbsvffe4fYbL1GeOHHi5mtHjBjRqlWrzW8/44wz0guvvPJK440/+clP/vSnP73++usnn3zy5nc58MAD0wvpc7Z3oO1/mCNHjtz8muS8vLyDDjoovbxy5cr0wrRp0zZu3JgkydFHH7377rtvvqmrr756Wx5DkiRJ8r3vfW/zMVKp1AEHHJBeXrVq1TZvHIBcIpgB4FPdu3d/+umnZ8+e/cMf/rCxnZIkqampmTp16o033njkkUcecsghjefuNmo8mnrooYduaeP9+vVLL8ycOXPztY3nUTfRu3fv9MLWr6yuq6ur/kzjMefPc2D8C9n+h9l4mncTbdu2TS80vkj1W2+9lV5ofF20Jk466aQmh4g/vy2N0XjM3GtlA5AmmAHg/zjkkENuueWW+fPnf/jhh48//viVV155+OGHN74617x5884///wzzzxz07duev/999MLv/zlL1Nb0Bh+y5Yt23ynPXv2DIfp2rVremHzk4Sfe+658847r1evXq1bty4oKGj5mf/f3r2ERNmFARw/lujCxsnPW4p5oRRMCyPLWlhmiwLTypTIyNLMwEyhskUXC4VMTIjIVZZlEF4gjVmoaIgpiJdQQUNLmlBLzMy0iaJJ/RYvvAzOm02OZd83/9/q4cw55z3HjTycm5xjLzjzp+nk5KTYs/znlRfwh4eHpcDDw0OxiVqt9vT0nN9EpL33pgwDAGDh5npqEgAAS+bm5hYTExMTEyOEmJycrKmpKSgoaGhoEEJUVFTY2NiUlJRINScmJkzvdnJy0rhQXmKdRd6nrdPpDHuIjo5+8uSJ6R9dEOZPc+43rg3JN2Ar7lSXODo6arVa04ckU3xQCgAAYyTMAAD8nL29fWxsbGxs7K1bt06dOiWEKC0tzcrK8vPzEwYJ2PHjx+Pi4ubuytbW1rjQxsZGsbK81GmY4x08eFDKlv/555+MjIxdu3Z5eXnZ29tLW5R7e3vlY8wLy/xpmm56enrWR43Ne0s2AAAmImEGAOAXpKamlpaWNjU1CSHq6+ulhFleH3Z2dg4LC5tHt/KC6izyYdply5ZJQWtrq3R9tJ2dXVNTk3FurNfr5zEAU5g/TdPJC8tzHCfmLmsAwO/GliQAAIQQYmBg4OXLl6bUlA8Jy28gySeQTezB2ODgoGL50NCQFLi7u0tBXV2dFBw6dEhxJfn169fzG8NPmT9N08nHjOXDzLPodLqBgYHfPQwAgIUjYQYAWDqNRuPk5OTl5SU/iTQ3OYVzdnaWgo0bN0pBQ0PD1NTUPMbQ3t6uWN7d3S0F8sNLIyMjUhAYGKjYpLy8fB4DMIX50zSdtHQvhOjp6VGsUF9f//vW0gEAkJAwAwAs3YYNG6QbqlpbW+/cuTN35f7+/qqqKikODQ2VAn9//4CAACHEu3fvysrKFBsWFhYGBQVduHBBcTG5pKREPrVr6PHjx1IQHh4uBfIDwh8/fjSu/+zZs9LSUin+/v373HP5VeZP03Tyy09Pnz41vJBclpeXN3cPCz59AIAFImEGAFg6d3f31NRUKT5x4kRmZqbiDc9CiJqamvDw8C9fvgghIiIiDN9qPnPmjBSkp6f39vbOatja2nru3Lmurq78/HzFq6r6+vpycnJmFVZVVdXW1gohVCpVVFSUVCgvLFdUVMzKsbu6uqKjo+UnneXt3AvIzGmazsPDQ1rQ1ul02dnZs369evVqY2Pj8uXLjRvKhX9g3zgA4H+PS78AABDXrl3r7u6ura2dmprKzs7Oz88PDQ0NDAx0dna2trbW6XSvXr1qbGyUHzHy9/cvLCw07CEhIaGiokKj0YyOjgYHB6ekpISHh6tUqqGhoerq6ocPH3779k36kHwa2dCxY8cuXrzY1tZ2+PBhb29vnU5XVVV148YN6dfz58/LeeCePXvUavXExERHR0dUVFR6erqbm9vg4GBlZWVxcbGdnV1xcXFISMjIyMjIyEhOTs7u3btXrFgh7x43k5nT/CWZmZmRkZFCiLy8PK1WGx8f7+7uPjg4ePfuXY1Gc/ToUa1WK73yZWjVqlVSUFRU5Orq6uXlNTo6evbsWTMHAwCwUDMAAGBmRq/XX7lyRaVSzf1/c+nSpUlJSePj48Y9fP36NT4+/kcNra2tc3NzZzWRNx6/ePFi7969ig2PHDkyPT1t2Kq8vFzxQWNXV9fW1taZmZmUlBTD8gcPHhh+S6vVmvIH+VH9eUxz586d0q8dHR2K34qIiJAqtLW1GZZfunRJ8StRUVE6nW7btm3GI9Tr9atXrzas7OjoaOYwAAAWixVmAACEEMLa2vry5ctpaWmVlZW1tbXPnz8fHBzU6XTT09MqlcrFxWXNmjVbt27dv3//ypUrFXuwtbW9f//+yZMni4qKGhoa3r59q9PpVCqVr6/vjh07kpOTfXx8fvR1GxubR48elZSU3Lt3r7u7+/3792q1Ojg4OCkpKTo6elblmJgYT0/P69evNzY2jo2NOTg4+Pj4xMbGJiYmOjg4CCFyc3P1er1Go5mYmPD19ZVvt14Q5kzzV2VlZYWFhRUUFDQ3N4+NjTk6Oq5duzYxMTE2NnbJkiXyjnTD7d/W1ta1tbVpaWnNzc2fPn1ycXGRj5oDAPCrrGZmZhZ7DAAAWKjNmze3tLQIIbRarbe392IP5z8mKCioq6tLCDE5OfnTrQEAAMwDl34BAID/nqmpqf7+fiGEWq0mWwYA/CYkzAAA4G908+bNAwcOrF+/vrOz0/jX6urqz58/CyG2bNnyx4cGALAUJMwAAOBv1N/fX1ZW1tnZmZGRIV2+LRsdHT19+rQUJyQkLMboAAAWgTPMAAAsGs4wz+HNmzfr1q378OGDECIgICA5OdnPz8/Kyqq9vb2goGB4eFgIERYWVldXZ+abzwAA/AgJMwAAi4aEeW4tLS379u2TcmNj27dvLy8vd3R0/MOjAgBYDp6VAgAAf6mQkJC+vr7bt29rNJqenp7x8XFbW1sXF5dNmzbFxcVFRkZaWVkt9hgBAP9nrDADAAAAAKCAS78AAAAAAFBAwgwAAAAAgAISZgAAAAAAFJAwAwAAAACggIQZAAAAAAAFJMwAAAAAACggYQYAAAAAQAEJMwAAAAAACkiYAQAAAABQQMIMAAAAAIACEmYAAAAAABSQMAMAAAAAoICEGQAAAAAABSTMAAAAAAAoIGEGAAAAAEDBv6ewXXFhyQwhAAAAAElFTkSuQmCC" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(iris, aes(Sepal.Length)) + geom_histogram( color = "black", fill = "lightblue" ) + scale_y_continuous( expand = c(0, 0) ) + scale_x_continuous( * expand = c(0, 0) ) + theme_classic() + labs( x = "Sepal length", y = "Count" ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- class: split-40 count: false .column[.content[ ```r ggplot(iris, aes(Sepal.Length)) + geom_histogram( color = "black", fill = "lightblue" ) + scale_y_continuous( expand = c(0, 0) ) + scale_x_continuous( expand = c(0, 0) ) + * facet_wrap(~ Species, ncol = 1) + theme_classic() + labs( x = "Sepal length", y = "Count" ) ``` ]] .column[.content[ <img 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" width="432" /> ]] --- # Now you try. Make the plot below look better! Give it a theme, a different line color and polygon fill, and some cleaner axis labels. Can you add points above the violin plot (hint: remember there are two geoms for scatterplots)? How do you color those differently than the violin plot lines? Split it into facets -- is this a better plot? Why or why not? ```r ggplot(iris, aes(Species, Sepal.Width)) + geom_violin() ``` <img 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h2DWqW2Hf9t6Y+qLLCDFQHqBKOMdXlksF9e+yJ2F4loIYGpiE4Cs4FogWU2LiGw58M0rXHbBlrKxlKfVVhg52sAVMyILtSv4St2edeclmf2OiQwFdFJYDYQLLDC97VGxQU2W2u6J19/NE9LOV/yw+oK7EYjgJhtUUX69cwAgG6UiuhxSGAqopPAbCBYYKu1j7sVE9j9VM2sVTtaG1Tyw8oKLLMt88ucqAIdhsIB7C8Mwe4nER0kMBXRSWA2ECuwmw2bBYsLbLOWVmC8SNdSvi/xaVUFlt2L2WV4NHEOT1579jcmYfeUiAoSmIroJDAbCBVYfm92uVVcYOO0UKr484Zayap/igosZwhzS4/8KOJshdzG7K/Mxe4rEQ0kMBXRSWA2ECqwpdpHegmB9dQWhV510b4s8XFFBTaGmeXtx1GE2RpZdQBil2F3logCEpiK6CQwG4gU2OUGLb4vKbDW2qbQqwHap6FX/O4WZ17kf8rDzGE9byJyCZXyuPoGQJy4xTIJgiAko9RU2sgF9qybtk8vKbCm2otku2HaxNArpQW2kHVcy3blT2UkAcTvc+VPEQRBuI9AgX2hGUuDlBTY9tCrodqk0CuVBcZXUKlzx6U/drISQMJBl/4YQRCEy4gT2PmUtIf8/5K3EF9MYO6vfR56deO8yZ0HysHvH9a8HmmIbXM4gRlsO3aniQh5qut52G0g3Ibttw+x2+AdHpU85kUqsKedUk4aL4oLrLe2IPSqo7a8xI+ol8Qxk/mr+tUIIxwJB5jB4rdgd5uIDEriUBGdkjhsICyJY5fWqKdBI61dzw9evj1BG2W+eNJAO1ziR5QTGK+PUf1yhAGOjH3cYOuxO05EBAlMRXQSmA2ECWybVoS0l2/v0Fo8N14c0xr8WOJHVBMYX0ClxpUI4xsp+5nBKqzC7joRCSQwFdFJYDYQv5xK8VuID5toxqKNhQNfXIq9Qi2B5Yziz7/Er8AcDl73PnYxdu+JCCCBqYhOArOBcwJb/e4w/t9SrfGufP3hFC31ZslPKiWwbF5/o26pGLjA0USAmNnY/SfsQwJTEZ0EZgPnBDZDa8H/KxijaU3aNtAaliwkpZbAMvsyf9W/G21wI+JMFaqL6ElIYCqik8Bs4LjAdP3rQS1S2025VfqTCgnsdmdefyMn2thGyIXqvHowra7iNUhgKqKTwGwgXmDWUUdg19KYQdLcqB9VNtfrsr//XiZ2GAh7kMBURCeB2YAE5gLnGzJ/dCk15c5FMlNZCzrdwg4EYQsSmIroJDAbkMCc50QtZo9+ee4Ftgzut2JtaH4ZOxSEHUhgKqKTwGxAAnOcr5OZO0YVuBfXMnnUlbUi5RvsYBA2IIGpiE4CswEJzGnWJjBzfB4+Gk6TN5DXATmEHQ7COiQwFdFJYDYggTnMF7EAsavcC2r5FIxnBkvcih0QwjIkMBXRSWA2IIE5Ss5YJo2Ke9yL6WtZEANQYSl2TAirkMBURCeB2YAE5iSZ/Zi/qp5xL6Rh2BwPEDMFOyqERUhgKqKTwGxAAnOQG3zpTu26exENy9HKrEUf3MMODGEJEpiK6CQwG5DAnONCI2aLlt+5F1ALXKzDp6TRhDBPQAJTEZ0EZgMSmGMc49O/emBOXy6LrCZ8Qtgl7OAQFiCBqYhOArMBCcwptiXxAoTP3QunRR524mXxT2KHhwgPCUxFdBKYDUhgDvFlBYCYmYXuRdMyeYOYwZL3YAeICAsJTEV0EpgNSGDOMI1nrK93L5Z2KJzCDBa/FjtERDhIYCqik8BsQAJzgnt89cqkw+6F0iYr+OzqWdhRIsJAAlMRnQRmAxKYA9zpxvxV66J7kbTN3kq8PiOtECY3JDAV0UlgNiCBiedKS756ZaZ7gYyAb/gal31ohTCpIYGpiE4CswEJTDjnNOaGjrnuxTEibtVnrWxzHTtYxGsggamITgKzAQlMNIeqMTP0x139ywr3+SrRjS5gh4soHxKYiugkMBuQwASzNZF54RPs1b+s8Lgna2mdE9gBI8qFBKYiOgnMBiQwsSzn078WuhfDaMgfzieE7cMOGVEeJDAV0UlgNiCBCWUmn/612b0QRkfhDL7YyybsoBHlQAJTEZ0EZgMSmECM1b+SDrkXwahZHgsQRyuESQoJTEV0EpgNSGDiyB7I/FU9w70ACmBnAkDMZ9iRI8qEBKYiOgnMBiQwYWTypAjtpnvxE8JxvkLY2Bzs4BFlQAJTEZ0EZgMSmChutWMmaJbjXvgEcaEGX+OSinJICAlMRXQSmA1IYIK42px5oK3s05fL4iafeN2binLIBwlMRXQSmA1IYGK40JCvXvnEveAJJJuvcdnpDnYIiZKQwFREJ4HZgAQmhHN1mQMGyrd6pTVy32atT7uBHUSiBCQwFdFJYDYggYngRE1e3N0L5TfK5lFX/vzuCnYYieKQwHxMxjflcOfOnfPlfY8eVZeEBCaAQ1XZ8X+qjKsvWyWvL+tB6rfYgSSKQQLzLzxl2T71b2O3WzZIYNGzl2eif+Fe3Jwgny/BWS8dO5REUUhgvuWbiPwFsAq74bJBAouabZUAYpa7FzZnKPiY7R61TmEHkygCCcy3rI9QYOOxGy4bJLBo2RgPELvBvag5ReEUtn9UO4YdTuIVJDDf8ilAm1y7jAbojd1w2SCBRcmaCgAVtrsXNAeZxQyWfBA7oMRLSGC+ZTjAB7Z30KUALbEbLhsksOj4MhYgYZ97MXOURTEASV9jh5R4AQnMt/QGmGR7/9wGUBe74bJBAouK+cxfiUfcC5nDrGTdqbQdO6hECBKYb+kEMNf27nkYIBm74bJBAosGvvxX5dPuRcxxNjKDxW/GDithQgLzLW0AltjeO08BJGA3XDZIYFHA0x6qemv5lHBs44/01mAHljAggfmW1pEI7Aw7u8RuuGyQwCKHL19Z46J78XKFvQkAsV9ih5bgkMB8S3uABbb3zRMAidgNlw1MgT363svcH8H8Vee6e+FyiSOVmMEWYkeXYDzV9afYbSAcoRvATNu75j6AatgNl41HJYPkosCeufenxFPwIfOXdge7GQ5wqjJAjP3TQ4IgrDIEYJztH9oM0MiBtniaUhJxUWBPfvIuD/owfzXMdi9YLpLBSztOxo4w8dNzXX+O3QbCEcYC9Le9Yy4EaIvdcNkotYIVPQOzwu1O7Bjf/L57sXKVy7y4/nCqfI0NPQPzLTOZi2zvl+MB+mI3XDYoiSMSrrUCXgrGvVC5zM16rH/9srDDrDokMN+yDqCm7d2yD8BY7IbLBgksAi42Ysf3rqUeH/qIe3yB6XdokWZcSGC+5ShAjO0DSGOAhdgNlw0SmH3O8uWX38tzL1AI3G/J+ph2DTvUakMC8y23YwHsziB9XgFgN3bDZYMEZptD1fgTIu8uv2yNHzuyXja6gB1spSGB+Rd2Emx3CYurbI+8it1u2SCB2WVrItuOpnh5+WVrPOWLNNc+gR1ulSGB+ZduABNt7pHbAGpgN1s6SGA2Wcqu42MWuRckPPL5TO1kumeBBwnMv4wH6GJzh5wK0Am72dJBArNFzqQYgPiv3IsRJoWfMYPF0yLmaJDA/MtagKo2b+Owi7Yx2M2WDhKYHTIHsEN65aPuhQiZ1bHscnMadtSVhQTmX86xI8lde3tjdQA6mywJCcwG19ry8od+K9/7OvbyB34DM7EDrygkMP+SUwVgl6198R7bFc9gN1s6SGDWOZ3CNqG3/Fk+qjwyeFGONpT7hAIJzMewk+FPbe2KewESqTpOSUhgltmWzI7lPfw8fbksMpuxXr9JyYgYkMB8zCiA3rb2xJkAb2M3Wj5IYFaZFceO5OP9Pv2rND/1ZP1O2ogdfhUhgfmYLwHq2doR+wEMx260fJDArGGkb8StdC848lDwCet67LQc7CFQDxKYjznG9ipb1VQbACzGbrR8kMAscb4529yqqpN+WJy18az3vW5hD4JykMB8TGYcwGkbO+HTWID92I2WDxKYFXbw6lFNb7sXGsk4XYOvfnYKexhUgwTmZ9gV1Rob++BFgBg6hywFCSw8OdNj+eoiqqVvFCU7jUUgcQ32SCgGCczPdAeYYmMX3A5QE7vJEkICC8v1bvwZ0Dz/Vz98HXm8rhSMpCXC3IQE5mc+ZifFNvbAeQBtsJssISSwcBzki6dUV/Xx1yvWJPAFVjKwh0MlSGB+Zi7bnWzsf6MB+mM3WUJIYK8nZw5PYGhzz72oSMt5jSeyUD69e5DA/Mw6gNo2dr++AOOxmywhJLDXcq0Hv3M2/pl7QZGY3D4sFjEjqbCUW5DA/Mw+gAo2nku0BZiN3WQJIYG9jr112CG7ir2SZT6mcEEFFo/mZ7GHRRVIYH7mJNuXHlvf+ZoAfIndZAkhgZVP9hRefCPtjnsRkZ6z9Xg24jLskVEEEpifOc92pfvWdz22563FbrKEkMDKJeNtfsdsEt0+LEpuP35Ptd9N7MFRAhKYn7nEdiQblcFrAdDz59LYEFjw/Injr4jo8FccuQW2mtfurXFQQD/9xcqKLC5192IPjwqQwPwMCUwEVgX244B/DBQj0uNfEWQW2M3+/Eqj23cCuuk3rjTlZSEn3sMeIv9DAvMz6Ww3+t76bqfRLcSysCiwn/5XIKCSwPbyyV8Ji9SevFweT8fGsOi0pFwOpyGB+ZmjbCfKs77XvUW1fMvCosBGMWX9eUKteq+I+PD3CmkFljWe145qrNLSy/bYz2sjJi7CHie/QwLzM9sBkmzsc10ApmE3WUIsCgwCv1go/HJEVoGd5qXnY8Y8Fd1fH3G/F7/D2v0K9lD5GxKYn1nMzpFt7HJDAYZiN1lCLArsTwPdIj3WlY+cAsv5gmcp1Dwgvr9+onBFJV5hawv2aPkaEpifGQPQy8YeNxOgHXaTJcSiwH4dWBHpoa58pBTYpS782qKvjaerinK9Fb9OHXYHe8B8DAnMz3QCmGZjf9sFkEyLypbCosD+ObA50gNd+cgosPVV2WE5yc46PcryfAZ/Ulj/IPaQ+RcSmI/JrgKwzcbudoftbKexGy0fFgXWLGBn6RqLyCewW4P45VebW+L76kvOpLBoVZiajT1sfoUE5mMO2psGpuu1AeZhN1o+LAps/8/+Z36ER7nykU5gB3i99bjZ4nvqVx4N58JPS8ceOJ9CAvMxk+zlcBhZHF2xGy0fVicyjw20ehLRMe41SCaw7Gm8VG1quuhu+ppd1VjMKq/AHjt/QgLzMan2FmTW9R0A8dewWy0dYQV22uCby9N/+y8fbT95+iXRHPVCyCWwjDbGmsM26kMTjBy+XjW8T8URHYAE5l8OsL0mw9ae9jgJYC52s6UjrMBKVuDwayWOdbz0YbWvBXRLMQqX8qWa3zyAPYA+hATmX94HaGJzT/sQIJXyEEtAAjPIHMavI94JCuiVelxuwnM5PqV9SzQkMN+SXgFguc397Buger6lCCuwWuUQ+fHuJfII7Aw/BMeLrzWiCE/HcP13uYo9jH6DBOZbBgNUfWR3P2sH0JROE4tD64ExViey428De3ekiaLs4dPnau/DHkifQQLzK8fjAOba3ssOA63KXBISWDBrJL9+GFgqEoQNstrya1h6xiwUEphPyWkDUMv2BZhR0Lf6DezGy4VFgbVsea/ol+N+16KMDz1c2rtpg7Rhe4vdieuivWBRyc/LIbBLfOHlhNX2tiSiJPlT+Bor79/FHk4/QQLzKfPZrrIhgp3sUizAIOzGy4VFgQUCl4t+OT/wT6U/cyVN0xq2ZKb66HmRd1tpTZqZlHpmKYXADtViG5N2we6mRJTia57H+dYF7AH1ESQwf3ImEaB9RA/cJ1AeRwkiE9iHgd+U+sijNlrXc4X6w9matqzI26lauVPGZBDYWl56vkeu5S2IKJ9bzVgsa1A+vTBIYL7kblOASjcj2sUeNwBIpsI3RbAgsGmMQGDYtJdMeuePA39V6mObtVTzNuMwrdOrd59o2uVSHw0hgcA+jQGImVEQ0cZElORxf2awiuuwB9U3kMB8Cd9LVkW4i52rANCMVoB4hQWBlTkNrH6pj20ZGlocYL3W4NW7QU3LKm8w0AWWzUv5VbRTEpp4LYVz2AlBLKVyCIIE5kem8ZSxiHexReyne1L57JdYENjbv/9ZKX/92/XyQ7xBa/Pqixua9rC8D2ILLLMvv+VFtQ9FsoPfkp2EPLB+gQTmQ5ayc7y3IshADFE4kO1gw7E7IQ+WnoH9sD0Q6PPRK6ZteV7Gp0I876NNffVVupYSXDronT6Ty3gShiywzHfYptDwbgQbEVE+Z/iMsI9xR9YvkMD8x7o4gFqZUexgT3nN1vHY3ZCGyJI4yqXw/pG+WpcHr944qqU0NbPoxz578d6AFJOV+Zg86cFXAnlQVi+IKLhWl8V1AurQ+oVCtkNht4EQyo4KAJWjy3n+PpXtYDOwOyILeSXDU7bAhg27byW2E5ioui4ruu7KLk3rfuDhs+vsO9NfvNceTObZHDmhFPRjLegY+aU8UR6ZfJnLmditIAj52MyuvyqdjPKXZNVjO9hEqntn8KzkG1FV4phUX9OaDjla5J3sw0fNP/G5lvLibp0UAvuYNaAzrZ3iBNkNWGxXYreCIGRjcQzz19HwnwvDHW6woa95jKMQYQV2vUwuny3n9+VdW5CqzS7jGw/raxtDL4/vMPn2IR5z2CbQlq6/nCGrLkDsTsTR9Qls53yG3QZCGD98xA46SScE7GB367Pf1CkTu0MyUOoaJPrlVPZr2sUy3u6olaxeiZjEsT0WoBFNX3aKa1UBqpzDG16fQEkcfuJ6Z2ad6mJKhgeb8/LjZ7C7JAEOrAdW2ExbUcbb7bWFJd7BE9ilagDVKP/QOU5WAHgrE218fQIJzEec4I+GU28J2sF+6sp+W5XN2J3CJ6zAKpkkJTBp/dn/iId/+2Ug8PO6TTuXCunHPUPFDvNTi9SSOrDyuPkiN0XbUXIQ0HrdDSA2+lvRRPksY/vXJ2jj6xNIYP5hOV+yqaO4mz7PR7HfFztB+SnNVpdTOf8ffzrUvDGYf6DtH8G3pT8xQmtnPlM6ommHi7zb8anxYp6WWjKREU1gqylNznH6AVQ4jjXAPjeJf44AACAASURBVIEE5hfuDOJZa2OE5l0sr8B+ZRvVi2dbFNj9f/6TIjORV//sX78v9ZGMFO29C4X60x0ttPY8OX/1u8PYv+kp2sAbzFULU7R5JX8CS2B3awO0zI90uyEs8aA6QHukAfYLJDCfcJjn5VbcGH6vscUZdhyDqmuxO4eLRYGNCPQv+mWzwMjSn9naQNMatNA0rfVV/uUMzVgzbFN9TWvWlv0zqVTJXCyBzWTX3rT8stNsYHvXdqQR9gkkMF9wbxq/VmpkrRSEHe7zWkIwQOklLi0K7A+BXUW/XBD4QxkfujOre5P6zfst/9H4KiQw/cb0zg1T2445VfrzSALLqgkwxO62QtiloDlAB5wR9gskMD9wsiXXzHAn5pwWzONqrLMVu4uIWBTYnweKCWhz4C8EhB9JYGvZBVhkq/EQdtgFEHMaZ4h9AgnM+2RNi+c3+rY7tJNl8LpSMQOvYXcTDYsC+01gXdEvZ5axoKV9kATWA6CHgNYTYSioCzARZ4h9AgnM8+xvzC+/euY4tpc9GRfDp5etxu4oFhYF9i+BOkW+KogP/LOA2OMILLMSwGYBrSfCMQWgGcoQ+wUSmMe5/mEss0vyekd3s5O8LAd0/ga7szhYFFjHQODtlwtT3mkaCLQp82P2wBHYfnbJ/YOA1hPhOAEQewtljH0CCczT5CytxtXynnOXXyZPJnJNJkxWsnCARYFd/E0g8IuEziM+GT+8Y/wv2OsylveyDY7AFgCkCmg8EZYnbL/aizLGPoEE5mUOteL6qrPbhT3tvPGn6q3H7jICVicyr/510TpSfyRkGjCOwMYD9BHReiIsGsAqlDH2CSQw73J5ML8sipvoTsHwgmVVuMI6nsDututYFZj+bZOXCvt5zSNCoo4jsKEAw4U0nwhHGsA8lDH2CSQwr3J3epIhFPFzv8rjuyE8mSNu2GXsrruMZYHp+o/bJvXr2uXdsRuCgmKOI7BBAB8L6gDxetoCzEEZY59AAvMmOcvrGHcPt7q66OQZ4z5i0vS72N13FRsCEw6OwEYCDHavj0rTFGAJyhj7BBKYJ9nejJuk0mduL5dbsK4m/8O1l6pU4Vc9gU1nV/bu9VFpkgG2oIyxZzg7c8ZrmDN//pzXfX8mLQglH0c6cYvEDLmHsMM9mlGR//FGCi2zElZgt29nG/+WREC4cQS2FqCqq5f2ynKP7UtnUcbYK+w2npRETuIO7B4QxTnTl+duQCesWqv3hhh/v/Vu7EC4hYUFLf9TL2tZSwHBxhFYOhvfKwJaT4TjK4Bkle5m2GZ9fHT+AohXvBa5ZJwfHMdHpel+xL3uYjdjy+h8CDsY7qCewIJ1AeYJaD0RjsEA3XCG2BssZCfLcV2joAJA7ALsXhAvuDjcOCF5c2OpdTfc5Wgab0ZMz+PYAXGDsAIDaGH8WxIBgUYS2HCA5gJaT4ThcRLAQpwh9gI5E9lelPB1NBHex594jM/B7gnBuTwqgR8XayzNE7UDRUzhLqMCY2zfk9hBcR71kjiC+9jYnnOvl8qyGiD+Ks4Qe4DM/mwzTD4ZXYhPV2W/pJ+SJYQk48qYStwZVee6nXpYNgWbNENh/U5hB8ZpFBRYsCHA++71UlUKGgG8izTC8nO1DTu+1Il6nuvVevyJ/RXs3qjOlTGJ3BdJnz4UsecI4fkqYy5a7Ps+X9EovMD+sfMGh8qhYAlsIRtX96bIq8pWtvvsRxph6TnxJotO8+zoo5zTgv2iusex+6M0lz42rr4Sp8pVIzxvWS1DYe/5ur5UeIEFAoFf15riRN4elsAy2cD2dKA/RBHy6gO0Rxpg6dnI0+d7CTkvfNSHHzvXYfdIXS58ZDz7SpxyX8RwCuXpElNhvY9hB8k5LAmM8//03iH66SSWwIKL2KgeFNwZojjzAWLoAqxMsifxuToTBOWqFUzmKWcTaL4CCunDjMzDpCnfixlNwTxdaigspvtB7EA5RXiBrev6ryGH/WmDWXdERhdNYNmNALQnIrtClOBuJYC+WOMrN9e68vRDgYscbuCXAJ3VXVUejzMDKxj6mianvjh5y4xnYdDpa+xgOYOlJI4rM+r/WUhi/znwQL6o2KIJLLg7hp0Bi+oGUZpCdpBOvIA2vjJzqC47nNQ6KzLa3/BjVN0D2D1TjWNm1Y3kz3JFDqZw8la+aSiszVbsgDmB1SzE5/s+iPsj02F/0XyRmHr0eALjJeljTwjpBFEWy4EK0ZfNXH7Lqb2oBR1C3O/Iq3LMoRlhLrKvG1+/BKrN+VHsWDrA8/UNDIU1X+e/G8120ui/X9nh/wotaBn/kYC4Igrsei2AenKfOHmZqxUBWvtvZ4mea72MB1bPRQc8fyI/mnanaXdusa29oYRai9xZsDJaCr5qYrS34ZdZ2JETjN15YBdnNPobj5eSMtjGdvh+VNPXGZ42A0g8hzi6srK7NjuIVNnlRMx3J/Pj6S7sHipB9rrmhg60FfhVN6xSsNsoMAV1v/DXemGRTGQ+0fznnhcYXxYMlgroBFGa4Ty2mIMrJ1nj+TOTNBELOZTB3dY8Y3osleVwmqyl5g25RhuFX0g7y+GORrurTbuBHUKB2BVYzspu/+NnPrgCC2ayk6gKZwT0gijJWraXvI85tnJy4i1++3DSM6fC/nwKv43Y9Dh2P/3N7dm1DQ202oVcsjcSzvY2ntsljb2EHUZh2BFY3p4BfzDkFfhN9TECwokqsGB6MkAtwQ/TCUZ6AkDDW6hjKyHZM3n2Rs3DTkb+CD+2xn9KDx8d49qUqmZSuqPj6CCXBhuZk/HDvsEOpSAsC+zStDf/D0NeP/uvftvFzKHCFVhwMxvKtt65ie0VvqsDkOj7GqJ2OWM8gXjX4flCP/TjfyWNou8M50caJQ9j+gidBOEyt82q+bF9j2KHUwiWBPbDms7/bKYf/kPbpTnCQokssOAkNo7DhfWGMHjWju3htMxicbI/5QeNKgInL5fHpir8/Hr6Pewe+5ATA4yiGxWGXHV+GB0lOKWy4eHOO7FDKoDwAjsyotIvDHn9Vpt6QWggsQWWzdcu/VJol4gRfIkq5IGVjaNG0lrXLDfif89YkLfZYew++4293Y3HR5XG3XVjFB3m4dwaxp3Qlt6fGGaxFuKf1Ri+X3jODbbAgjcbAsQdEd0tpVnKdotunt8rhHJnDF9nvvJqlyZtFK7hF2FxH9/G7rePyNncxjjgV/3sgTuD6Dh5K1OMHtVf5PG0VUsC+7M+GU4EEV1gwXNV2UZ504m+KcrhOErgKMEmXjoKet1zbxCyexsTfjZi99wvZH3ZyDjY11nsjVnL1ijYak5mq/HpTewAR0N4gf3auAT7y4YzLooOIb7AgjsqsAOuPKvQeZ2byeyEwC/5TUJI72EcJLa6Ow7bjDtE3dKxe+8Hbs0yq+E28dq0r/Ac6mz0rPLYi9hBjpzwAvtpU/d/MzM4/lFkBocuhcCCc9kA9vDgjA4pedgQoIIfngyLInNqRf60fITrRctyR/InNgmT/FV1AYHLnyQbB/m2e31Ztie9n5lVP8iziavW0uivf57638wc+v/df+dTUdGTQWDBoWz8JorqkdoUdGexnIc9oBKxrp6RUHEKYzDOvmXcR6SVLqPh7FAj5Tym92mMIXSFmyPNrPoe+7CDHRmW54E93/9B3M8Nif1xrU/OCYmdFALLaseGb7OQ/qjOFBbJD7HHUx6OdTCqHiwWtvyQPfKXGMnS7fwx3QeDg73My5MPvZ43/3qC08yLzLSNXky+slVK6vsVHf/FvJv4N2kCIieFwIJX6wJUdCRJRTG2sp2gjd+KXUfM5SH86BczBLHWy3dD+X3E2MH+qRvkIjlb2hqH9aRJ2Xgj6BI/LTQf86Uu8V5Kou1ivlfntv33n/mgFuIrjlUCqCfvkqpe4SILY90r2IMpCbenGjUb0pBLNpw16n8kTqa8UJtkLm1oHNJrzlMjw+vZBnO5lRrTr2OH3iYRVKO/vbSZD6rRF2ENO1HtSokc0ZGbwi5k6XaVwb2FNfnRoPZ69I2qcJNxbl19PpXmsMGNT2sZh/NGa9WpNFe4z6xVnzgyAzv8trApsFuz00JFpQTETBaBBceygZsuoEMKU8jnHi3HHkgpyFlnLLdR6bPH2IPCeTzTuBasv4aWa7ZIxqhEM/Hwa/TzD3f5xkxJjHvvCPYQ2MCGwB5v7f3/mvIK/F371QICJo3AsjsAxOwT0CN1mce2/BHY4ygF5vzQ2BHSPDoJjjSOS82+wo6MJzjcr4Ixfu95uWBvpNwaXdFwd4evPHO6Y1VgGRNq/saU188TRgrKC3ZsZSTbfF8XoKorpep8yqk4gHa+m+gZASeN1EPoI1Xi2tW+RqPancBuiOwUHuhiRCphlKrleb7/vJo5bXu9R+6elpJIGQL7fkX7fwhdev2uxeLvhP3tp0+k4Tg77WqPlO/sA3LZCcAbt7AHEZ+jZmmD9tJNGzprPuDoeAQ7QjKTu6KxEaVqn93HHi9EnqwwF5yuMTMbe0CsUGpWcimBfZhgTv8K/Oy/Bh8UeldYmluIjE/ZkM0U2Tml6AcQQ3eo9phXXy0PYA9HWRxMM926GztKsnJlknnt0WCFmNUOvUvBLnMGQcWhZ7AHJTwWq9EHfps6W/g6AjIJLKcTQJyKt71FsI5t7aOxRxCbHeZe33SXpDWHCnc3MxrYZjt2pGTkxAfx5m3W3YplbpTNWTOfI7ab9IXhLAns3/vudOJ5lUwCC15m518NpMgb8xx3kgCaeW8KpEhyNpkXOE22SXz8K9huTvZptdEzj+jdIWdrJ2Oxr9j+YkoM+YHbY5PME7Jlcu/Z4QVWe6pTD6SlElhwE7+McKinvqagA0BFzxYDFUH2qiby64tTsL2p0dDGK2he2EvuLjQnLSd94oe1KsWRO8+sz1FjqszlCSKYyCwMuQQW/AAg5ph7vfcNfA3LudiDh8jdeUbNXmi+U3J9cQp2tzQaW2/uHey4ycGF8VXNgCz8EXtspOPZZnNjiR90HHuYyoUE9pJbdQFS6CaiXe4kArRX957U1Snms/+2+yV99lWKg+2MBr8x+Sp27PA58K4x6wve3kYpyGVysm+sOTNM1kq/EQns3oULFwQERzKBBbfH0Moqtil8B6CSsisnnh1eydi/u5/EHgc7nOphPPKpOMwDWWYOkrWylTF4cQMoe6t8bo0zH4a9OesG9oCVRUQC6+azUlIvGAQQe15Ax1SCPzqcgz1wSOzuadbeGfgt9ijY5eLgOCNrofsu7BiicXmqUbASqk6hCgav58fFmhGpxOGnsQetNCSwIlyrDpDmgQcZEpHLQtZK0rsLzpK57C1ztx7nyWf/mZ+YJ9bNJM8yc4iD75tp841X0UOD8BTs7mREK6aTdHcSIxJYz5///OcCwiKdwIKr2CAtF9AzdRgFUOEY9rAhcHlKDWOXrjU3F3sIIiX3i9pGF6pPVm3BsMxlZnJCbO8jXnlwic7FEQlmssvn17CHrxiUxFEMdqKRrHIdGbukxwKMwR4093lx/t58ozz1PCPg2ebmZpbZ+wewI+oi58ebaTdVPrmFPQCe4sEXdc0CHYNlWjWJBFaMs+zA9KF7EfA6BWkAtVVbLfHl+XsfH0y6OBHKMmvxpRp3EnN29DKe/kGjFY+wY+858neaJTWh9SppthYSWHEmAMRQTpJV1rCNeS32kLlL+ovz9wk+OX+/M6GKmVY/zv+5pDfnpobOPY7SvcOIuPSRmXZb/ZML2INpQgIrzh12mdyK8jiskcuO5R2wR8xNsr/qZl6wNFzuo/P3R6Eq7LHvfCXbI3qhHBtqrlRZbaon024kIXdxfXPyQa/tMsz+DCuw6+UgIBQyCizIC9OuEdA5FRjLNuPj2APmHpdnmCU3Yvv67dl/4dH3TDHXnXYZO8oOkbmitXn7K22DR1a6kpaCg73MraX+rOvYwxpeYIFyEBAIKQXG8ziqeTazzFUuss34Y+zhcoucnX3NxI0a0zOxA+8EWTPMtMr4PjtkOLEWzIsbvwkfZmAH2hfcnfJGKKHjMPLIksBKcqoCFfW1RGF7djS/iT1c7nDlc/O+CbTf4tvz92dbzfXMIOVTf12Gvbzxm7LgB+wg+4a8jaEr2pZLURM6wgqsQjkIiIGcAguOpnocluA1OJZhD5Yb5GwPXXxVGXsFO+jOcnVsldBl2HbfPA27+mnoxm9vscvxEhmhOmrJH5/FG15K4ijFrZoArWlbD0duDRYmH95tKsnFaVro4claBYo2PFkfOrF+c9q32JEXwb7QjL3q0yhxQzy5S0JZnZ3WY53wRCawnEWHBHRfUoEZ9ThWCOifv/kYIM73NTiyN3Yzpw1VHuW5eoeRcvHjymaaWbeNHl817PZCc5026LDVtzd+kSk82s/cQWojpf9EJrBzgf8U0HlZBcbzOKrkCOignzmjQAbH2fFmvVd4e52PsubD83h9G7PfNcZ5uF79qeGmiJNGX8YOqK/JnmmWJIvvuxthlCMT2MjAnwjoubQCOxMP0FdAB31MXmOAOr6uwXF3WVtj0RGoOu4SdrTd53JonceYNss8ufJl9roO5ug1W6XUuQcK+bu6msFuNN/1Q4JlgT2e9VblUP4G/HUg8LcC+i2twILT2GBsFdBD/8IjtAl7mBzk4FDz9D2ms3/TDl9P3tbQUSnpg/3Yo2GXy9NCFwWDTmGHURFufJJs3mof4fI1u1WBnfun4ln0HQV0Wl6B3WvKTrzpJmL5nI0FeA97lBzjyqxG5i202jNuY0cakzsz6phxaDjTS4n1B/ubiRv15lJdbvd4vLaFecrXabObCR0WBZZb3F9/3e1HAV2WV2DBo2wXeIcyEcvjUQpAdZ+uSJ+9qZd5/Kvw3n7lt4CC/f1CwejpkYyOrFVp5nG06x7lR89tzg42NxZttnvTQy0KbGIgUHHp6bOBwIVzG9J+VfmGkP5KLDDjJuICIb30Ix/49gbimXFmQQposphO3w3uLw6l8lUfI+GCvCW4Nr2WeSdrnJhDFGGP+3PNa/akkW5VhrYosOQAPNf1J2YBjhP/9DshC0nILLDst9lZ5xkRvfQha9kmOhR7hBzg1pLQJKjKI2lFgiJ8M8qc3wytFkmdt3PmQ3Nmra9KLXuM/B1mPZfYnntdGXOLAvurwEz9pcD0M7/5m+8F9FVmgQXPVwWoHRTQS/+RkQDQ6C72AAnn6wGJoZv4m55gh1g2nmzubGZ0VBqwW9bJ6/t6GAWjYnsc8lmpZa/x7XBz8eZWa114GGZRYL8M7NYNgeUbX3YMTBDQUakFFtzMdoe2imagvZZgHYDEU9jDI5hvp6eYFxl1P1M6b6N87n5ulmSClGmSLAVVlJzNbxuNSxxD9w7xuT/bnECZstjxOokWBfbrwE72b34g8MD4ckvAx7UQXzCJjcAgOpkryZM0dpHir1Uss9a9Y1Z7TRh4iJ78l0vB4YHmqXVsl7XSrMhrkL3afE5X+wtaR0IO8tY3NUak1myHpxFaFNjfB2bz//44YD4bOBf4awGdlFxg2T3YAEwV0E9fkd+HReUT7LERycmPzaU2oOUyOvyFIXd5KzNWb4w6gT1uL8le2dDMu1n/DDs+xEsKD3Y2RqXa57edHHyLAqsVSOanpr8PjDe+3Bb4lYAuSi6w4K1mLP6LBXTURxQOZzHp45tS5cHbS8ysa6g6Tplih9FxcVzVUEbHEikyOnLWmfpqu5fulkhGRj/jxka12Q5er1sU2NRAoOZXut4q8Du+mxfUDvydgP7JLrDgxboAMasF9NQ3FI5lG+Tbct0/ioKDQ5LMe2LdttHTTsvkbTfTJSBxyEHsEQxub240pcsJ7KgQZXB9iLGl1Fnq2CmvRYH99HeBAOj6hkDgTztPHfFfgUAzAb2TXmDBM2+QwYpSOI5tjY3w1xEXwo155m16qDczCzuwXuPerDdD0+Xmom4Np7oarehGsx5k5daHRrX6Jjsd2gKslpI68rtAbXYASw6V4viliBMe+QUWPJrMDLZEQF99QcFItik2uIQ9KEI4MNCcMxTfn/I2IqHgyAAzo6PigH1YY3hzVAXegvZU8FBmbg40ZmD0zHBkG7BczPfe4I/Yvw9qG/7670KuSjwgsOAhXqPyMxG99T55A1gs6vthncNbC0IXX40Wi5jQqCgPloRqdDRxvwg5Z51RdaPpPuw4EGH4tpsxhXCmE/cRbS+ncmRUj/cXicnW8oLAgkfeYLEf8VxIh71NLs8qangRe0Ci5/iH5pOvhCF06h4lp4dWNJ+GDXV9bdOrvfkfrr6Krp89wIFGfLCanxS/GUS2HpgYPCGw4Cm+MkNXSrC+3ZjFoYXnK/hmrQ4t1tjkSxpTATxcFrqYfXtVlpvjuI3XrIwdS2PoDZ4v5CeNCV8I3w5IYGG5wM8eUq+5FxcpOcqvRDtLkTgdBZenmCUCEgafxA6ofzg9xHwaVmOya4uu5Ezm2W3N0rG7TlgmqyffRvqKnhRmXWC3Jzf9n3/72//297FvL3wgpkseEVjwRkcW+aRdYjrtTQoX8APGEG+sqFEuhweElnuYT0++hPJggVmIK/79Q64M5F1+MIydRvOWPcV6fhHWRHAdMqsCe9rjF6+WA/vtaCFzBr0isOA9Pns3ZqK6+0vuuywAcXOwxyEqsje2Ned89aBlvsRTcLCnOTeszQbnZ7nf4nUPa9HML69xuyWfE3ZW6LZgUWCFdYovyNymrA89XNq7aYO0YSVmxBfuGNQqte34MuoceEZgweBifureWtUyr2f5pJ83dmAPQjRkhq4RKn9yEzuafuXWBHPRlZT5Dq9UcIcvetOaFkz3Hk8H8zMPoUuFWRTYAiatqlP3XsnKvPL1tOrsi7WlP3MlTdMattQ07aOiOXvPh2la47YNtJSNpX7AQwILHqzLbyNuiHTkvEz+TD4VsYUz0zjc4fo0s9xh6jJaKMpBHi1PNcJcbeo1Bwczpxf7E32eYneWiIDC6TyTWeSTdIsCqx74oxWvvtr4q0DdUh951Ebreq5Qfzhb05YVeXu21nRPvv5onpZyvuRPeElgwWvd+a75nnrL9F7jxQJjRnq4fNTlcWbafMe9dO/QYQr2mhVcE8c4l88xi/tL3dv5HuczfhQVuDVYFNhfBtoV/bJfGdXoN2up94wXw7ROr969n6qZ2Q+jtUElf8JTAgvmzOW5VtW32Rkt71OwgPe62mbs6EfOpVFGyY3YgRnYsVSDC4OM2kEVRzo0YzCdbZCt6frLs/B8AoGHE8sLWq4o+uWeMqrRbxk6zXyxXmvw6t3NWpp52puupZRM/fKWwILBE82MRNBsO8PlcS4atdrfcS09WjhXRxszbRNG38EOpTrcHWvGfNQVJ0Z0AEDlTOwuEhGT1xSgobhVvS0K7G8D64t+eSLwD+W3cINWJMVjnDbGfPG8oXagxAe9JrBg1iRee63yclXuRD2ZYvR3CXbcI+bWpER+KE2a/B12KNXi/hTjpm3ixJvCh/RqPMAC7P4RUXCCbRniSvtafgY2peiXKwO1ym3f8z5akVUge2qLQq+6aF+W+KTnBBYMHjGqv7VSYwLlHqPieBcJF5C3xr0vjNSNpBk/YEdSPXJnVOaxf2Ou6PIcS9mAUiaOp0kDGC5se7AosMWB/100OT4lsLTsthXeP9JX61JkonNrbVPo1QDt09CrCV1NtjzzHo/n8NsjsSP9PxP2Zg+jusJG7IhHzP7GxrOYyYKm3RP2+GGK8eyx0V6xozoaoB9214iomAeQJmx7KLWOXzkTmVsE3n7puoKRgdSyZzJP0DSt67InRd5pqr3IehimTQy9am8WT4N5EXQen9tGOmLyUn/X9/1pCp/5FjPCs7XmMt/jwxQ3iqYLoREcbax20ueuyF/aF2CGyN9HuM4egNrCflmpdNRyBPZo8M9/12Pp4fNXzm4c9vufdbh847pJ8U9Nqq9pTYccLfJOU2176NVQbVLolbcFpus7+ZwwaOjjZRwKVvNSqdDCs+sEFiwyHn71uY7dELW5ySu4QKUF+eJ+ZR9a3cjr7AUo/wmUXSwK7JeBcij5wbxrC1K12a++bq29mMDcX/s89GrLfJNTP3mU4GSjemmXMqqL+IKDRoHx5MUPsQMdKem8Zg00ORq+q4SzHDMyd1ucEza0HwJ8gN0pIiqWADQTtj08KfnbyxZYef4q69P7Ne3iyy96ay9Shjpqy0t80INJHC84Z5RWjh0i9O6IJGQYy7THDffsyik5s/jtz6SF/r7J6xHyl/CExPjPRVVInAdQU5UsYJ/Cjp0DBW0NlpM4fv+H2AplUsZnC5tpryaNTdBGmS+eNNAOl/ighwUWDO4yTi3jx/utNMeN/sYC4F0dWHvOJa4axSB6ZmFHkjC5x0s/QSdBk8LS2eap9MIQnuduLMAaMRtDUOR6YB/3DF1h5acWqSW1Q2thnggf0xr8WOInPC2wYPaXtc0k7YeRRkxCskYYZRSabMeObuQcqsM6UKV05U0Cjc3JvIbrQTHj2wGgqcBnaoTbDAF4Q1xhOnECG6G1M+dnHNGKXGs9bKJt4f8XDnxxKfYKbwssGMz8lO+YUHWuX+alBMcZz/bqLnN+RQzHWMenObT1461dD5PVgVfmWC1kgHewXzUXu0NExBxhl9AzhGwJBuIElpGivXehUH+6o4XWnifnr353GH97qdZ4V77+cIqWWmodC68LLBi8Pt6Y61Jt/uNIoyYR9ycYFYCqzfVw3d7gF7EAMVPoDF0y8qeyw1bsXCFD3B2ggmfTY5Xnu9oAbwpcb8eGwI4Oqftf/3qIvbhZ9vnt1gaa1qCFpmmtr/IvZ2gt+H8FYzStSdsGWsOShaT8ILBg8NJwY5Hf6gu8rrD7Ew0XJ08TudaB6/BK5RUVq7fsDXbyzetTEWN8IRmg9j3s/hAR8bQtO5ERV0jKhsDOxhpZh3vYy4G/nlTmR+7M6t6kfvN+y81nXSGB6frXg1qktptyNCslkQAAIABJREFUq/Tn/SCwYDBjiDFds/o8L99IDE4w9JU04Tp2OKNiETvPf+McdjCJskjndb0WiBjljewquzHVV/Ei+X3YRjBRxEbwAqsC2/+bwEuB/a9AYJyI3vhDYMFg+kAj86HqbK+mc9wbazz7Shzn2cx5k+1sHGpcwY4mUTZXawDEbRUxztP41DIymPd4PpDnBwt9wm5RYD/9dSCQPOe0KbDZfx74xTUB3fGLwILBcwMMhVWZ4cW96vZHxl3QxLEe11fwQlWA5EvY4STK4wofn/MiRnoo216bBrH7Q9gkry8bt9YCH4AFLQtsUiDA62iYAtOP/iowQEB//COwYPCbwaYFJnhttbCrHxjuTRrvdX0Fg53YGT4V35CY4xUAOogY6ez+bJPVSmWFEVLzsBO/cr4hYgN4heXlVJoY3zQFprcJxAnokJ8EFgxmfBhvLuN3W0Bo3CLjXWPacvKka9jhi561Hi6vqQgL2BCtEjHW2YP4Wi2nsftD2CCTL0WVJthfVgX2N4HVxjdDAvsy8OcCeuQvgQWD34YWrx/kldtYR42iUVBthqczD0NkN2C7BxUZkpqCNgApQh6B5IzhJ4sbsDtEWOYMrw/e+baIwS+KRYH9KnDS+GZIYPsDvxDQJb8JLBi8Or4KN0JMLw+cGxbsbm3oq/acO9hhE8Im1heaHiQ537BB2iBmvOfG8oQ2OmPxCOt4ntjge2LGvggWBfbbwCHjmyGBbQn8dwF98p/AgsGb041VgKH9/rJXTJOFZxsaGe1MWeLlactF6QvQETuqRDi6APQSNOCb+Io5Xf2/sqwf4OuQQqyQaYAlsCiwfw9MNr4ZEth7gf8Q0Cs/CiwYvDvXWC4M3vpK3noQj5eYbWy21sNFo4qTnQywHjuuRDg2AlQWtc0d5xtxvXTsLhFhyW7LE9w2Chr3YlgUWKfAv/BJTiGBZfxJ4B0B3fKnwILBe8vMqxttxVMBURLPDzPfMNrXVsikHEk4yzpEBeilJ5sN0ylRY37VKLG4IvxfJVA5Wp3f6zkhatiLYVFghwOBSjdCAstf8peBgIh0Zb8KLBjM2djKUESNufLNbb43IclINem+DztKQtkOkIQdWiI87EL5K2GDnj2GJ9F+4PUybv6mYA5/WtlNdPphCKuVONICgV/Wej8Q6Dioyf8ZCATaiOiZfwXG2N3ZSFCvPEWu+ZbXPjQKX1Xo78z5EB7rAOpiB5cIjwawVuSw87OxJlexe0WUy4Me/HR5Wo7AQS+KVYE91Yquw5ySJ6JrvhZYMHj03ThzYtgdEcESQsZ7/GQIKo3IwA6OcLYAVMcOLxGemgBCn4Wcacwfr2zG7hZRDmf5g8pqO0QOeTGsV6Of8/sX+vqPL8T0zecCCwa/GWbMbY4dfFlMwKLkmDntq+ok7xfdKM0RgBgvl1NWhMfsDErQypYh7vL6ejBKyCk1IZjCJfyGz9vfCh3xYthZD+zcnCE9ew9bcF5U73wvsGDw8rjKxsSwPugzlAr3vm3oq9YsP8xaLs1dtqccwQ4yEY5jAHGiJ7Mu4VOMWnipAI4q/NiPH/zGiJ/99QpxC1raRwGBBYM3QhPDOqNW6Sv4qpnRivqL/TLtqxStAEZjhpiwwliAlsKH/ngKr6S9B7tvRAkuNuBl6hzJnn8JCcxxXkwMa7MPa27z8/WpRguarvHNtK/SfMb2FbqHKDmPqwpdT/4Ft3iZ85jJ8k68VJL1fIX35unih7sodgV28fNRsy4I6qAiAgsGs5Y2MATSYjeGwp6t0oy/3nqLU5lAUnApnmr5Ss8CgAqOPBCZy582d5Qr41dt8obzg85wp+/4WBLYjtr7zBcPmxlZHPXELOitjMCCwey1Tc3yHDvdLt6Wt9y8/uu0GzsGTjMIoMp3LkeXsMV9dgE2wJnRP8A381qnsHtIhLjbkmeHCll64LVYEFh+50BgqvGqsP6LPMQfRPRRIYEFgzmb08zbeK4qLG95HSOJpLvYzC8pSU8A6OdibAnbDASId+qW0tXObEOPW4LdRcLgIDtVgdSTDo11ESwIrD8zllkmdS57ldit4W8Cga4iOqmUwBjb25gFCHe5dSPx2UpDX7G9j2F33RUmA5VDlBq+YMBEx4Y/ezKf5DiQynLgUziLD0VfN/Kdwwvs1i8CgRZG6nzh/xcITGf/X/r7wC/uCuimagILBne1NZ+F7RMQvbDkr3vT0FdfvxXdKA++Yl5FYZM8CNFcrATQyMlnIl8l8/PDW9j9VJ6HfXixn1kOjvQrwgtsTCDQ13x1JBCoZrzYFAhMEdBP9QQWDO5uZ2YkHhMQv9dS8FUDtfTFOMGOkHXEPJ8lhJNdh51fHHd0A0jnk0WS92P3VHGu8pznGnscHemXhBdYncA/PjdfDQ6Y6zLr+j8FGgnoqIoCYwozbyR2E5XLWTYHmps3DxXSF2N1DECTB44GloiQH5oCxKxweAO4259v9bPlXovP5+zk5SlbOVh8oxjhBfZ/v3zgFR/45Y/mq7TA7wX0VE2BBYPbWhiJFQOdqx3wTUdTkkexu+o2/DFYcyEZRoRYcls6+gDsJV/w2kV9fsTurrIUTIlxI3v+JeEF9qfGcy/G018F4kPvDQ38hYC+qiqwYI65HHL8BGcOtXcGGIXw2/trvRRrDOVzFe47ElYiCu7zOwKD3ZiI+HUNnv9G9elxeMDrrcYvdWGcQ4QX2M8Di80XB14+DNPHB34poLPKCiwYzF5mzM6quuiZgDgW5+GkBGPG2TbsPqKQze8hpYpIMSIEcpc/FunnTh2Yb/lafEk7sLusJOd53ljdQ66Ms0l4gf06sMB8MSYQWBV6b3Tg1wJ6q7DAgsHMWXymBDTYKyCQRShYaZRerLfK11U3XkM2L05eM0NsVInouFCLDUp/t+qYZQ7jd+gnUWEp11nHz507uLrYRXiB/VXgE/NFrUDgxZrt7wZ+J6C7SgssGLw+xlhspdsNAaF8wUkjdyN5lm9L9oYn5yNeAmCnwKASUbIrkT8WcbEO51IqLIVA3kdG7Xl3662GF1hcIM34/8ffvMrcqBX4g4AOKy6wYDC9L39YFT9F1NzL4Af891UYeQ27Y7jMYFGI+cztml1EORTO5OMxzdVN4JBRWOokdteV4jbPTUtc4+o4WxFYl8BfGB+aGgi8KNST+yeBlgJ6rLzAgsGvjRKJ9YTcRyxYXsVYt+UMdqfQWcXvZPTKFRFUIlqMWa3xK13eBIzCUrFz6SzGNXZVcal4VHHCC2xLINDmua5n/HkgcC701pBAYL6ALpPAgsHsBcajsPeyo47mJWPBSm0zdo9k4AB/5qLRgzAJ+LY+n9XqfkJs9iRezagbJaS6Q95YcKt4VHHCCyz/PwKBf+vY9DeBQP3QO3N+HvitiNmiJDDO1cF8T6uyJrrJl3mf8vkv8ZMUfvhVlIu8cnLCMprQis1yfjGc5tas1mJse4On89Aq3W5wnT97j5+LMMoWivke/o1Zgv53ZpGxS3Hs9XARvSaBmewzZoW9kxU+YuVy3rgV2fEsdlekIYs/UIY+34vYTolI+eFdV9aEKocLvOZN7GTxM1WIEqzhWTr1UFa8sLIe2Nf/wv31h1CZ1BvsdU0hKaoksBBZ03jWVJWNkQYyfya//Kq6DLsfUrGuMn+Of0jEhkpExpHafEaW24/1X5E9gd/caE6Tmp3l+77GyeINlDG2tKBlwd7Zc468vB3zF7/smyek4ySwl5zmky/h/cjyDm4b1RX7XMHuhGSk8+JFMWOfCNlWCds8Hc9zYpufw9wGdvGHoQmLKZfDQfby0ieVFiONsCWBFWeDqDoHJLBXZH/OL8Lqno4gjF/xS4031mL3QD6yxvMT8IbnwoeQEE96Y34Db1wW7jZwrZdRVe0mdjR8S+4QHuDmp7EGOAKBCYMEVpQTTdiGELfAbt5B3ii+AXW5jN18KdnNpwPFTRdzw4CwwbMZcSz0dXZibwHB4JeVjQsEughzhK/5JW7cJ3inKSQwacgcxW+59C01Iq8ls5WR/qNq4ahw3BjA9d6EEupdJqOZcUv8Ovb4czI68La0voQdEx/yXX+jHN5+xNElgUnEFj4nrLGd2x0nq7OfqK/cqik22MBrQ8ZNoYswF8mbxi+/qq3DHvsQOfN5klyFqfQ0VCwFq/nxKnb0XczBJYHJxHmed1D1hOUIrucPznq7P3vQS1w1cqRSTzm4IRPFOGNMC+ktUVJRemdjkr/gwtmKc9HIHWuEefkVJIFJRiZ/JFrBYj594XR+AvQZ3T4Mwzp+mRo7xt69WSJCHo3lqTPVJEsqWvaGkal7Bzs6viF3XKxRxxW7cgKmwJ4VEqVYFgcQM89K+PL54o1VDmA32AM8MDKl6tIJuAscqMdj/cH32GNekgcj+BPmhE9FFc5Wm4K1/KQQul7HHtbCUtPUXRTYU6IM9vKsqSnhkxHz+K2xNy9gN9cb7DHWDx34nQtbtdLcH8TjXHsX9niXxXEjsaTOFqovFjWn+KMOqLkBe0g5JdtGtxCxOcpPbj4Jt5vl9eDpdRexG+sVbg3ndzyqrqOjl4MUrjee6n94E3u0y+beHGO5hrfPYsfJ49x+n4exwigphpmegcnHOX65MPH1sXvWk6cGS5Gm7BH2NeS7XSea0uoYt7oY6TJfY490+Vw2CmfH9L+NHSoPkzvRWIe3o+sLp5QNCUxCLqSwLWTm60JXwE+COtzBbqinyJzE97yEOc/d2r7V4vncivyp/kTsp/qv57CROhc/nqo8R0aeufxTykbsgXwBCUxGLmhsI1n1mtCNZt9vR/6yycnWxrRmuoXkAOeMJ0ytTmCPcVjW8n0LKs9+hB0xD1KwwXiWnDwLuUBYEUhgUpJeCyD2YLmRW8i2opY0/cs2OQv4U5DYsZRRL5hHRlJ15XnZ2CNsgczZxkVEjeW0zopNvm5iXL5+fA17CItAApOTE8kAVW6UE7iD7GjR4Cp2Ez3JRaO4ax3KqBfKPuPEvBfKupURcH1cgjGxeTMVSLTBcePua2y/dOzhKwYJTFJ2xQM0Lvs2xx12BvmGXJuRh9jIy4/CAMqoF8b9gTyitdZjj6wNLgyKM+4m76KsVIuc6wpGEtQR7KErAQlMVhawzWVIWWF7lgZQYTd287xLKKN+PR27xLDRyJ0fJkVStXVO9eITm6HlAezweYKLvQ19pe3CHrZSkMCkhc8J3VpG2Kax9+dgN87T7DUy6ruKWtdOae5247FsuBd7TO1zyCiQCG2PYodQeq72N2TfWJrUwyKQwKTlLjvMVg2Wito5dv3QneofRkXmFJ5Rn7iUnoFEScGyJP5Yf5LcufPlscfISoWOVOj5ddz8INbInF8pZYYOCUxejrKjbP+SQXveFKAGJXBEy4k0vlO2o2nNUXHTWGqrpfy58+XxVXNDYe/Qqt3lcedD42lh3cX3sMeqbEhgEjOVbTlHSgRtEXtPxkt5r5E9uxKLZMVFdBEWMQVLjBDOkvLM3CI5GxsbCut1HjuaUpI1qoJR9fALaS+xSWASk9kQoEnxI+z3VdjOht0uf5BuXD60pYuwCLndnsev/TnscYyS7DXGE9GYd2nJ5pJkjzWmG1Sbhbpk5eshgcnMdrb5rC8Ws08AEjKwm+UTchbwBziVllM6YgQUruTLHCfO98HT2OwVKcYMpwHXsIMqFfcnGPqq+qnUFX9IYFLTFeDNorX7stk2NR67Uf4ho6ORjpjt3jbvF7KN5MMOPpmNeG+psYpZ7JBb2HGVhh+mJhpVo6ZJXvCHBCY1R2MANhQJ2USAKlSCXhw58/luWnWbexu9P9jB535V+sIHl18hshbW4cfruI+ysEMrBT/NrGxUjJx0A3tgwkECk5vuAE1fRezHJIAJ2E3yF98YqdRDqDqiDR59aBTu9frTr+Jkzq3Je5Uw7j52eNF5suANHorE8TIVPSwHEpjc7GMb0smXEVsGEH8Fu0k+I/tTPics5Rv3tnuvk9GAz/2a5uXkwzK5O8s8bs94iB1hVJ6tNIqtJYzyxJGGBCY5zYoWlHoLYCB2g/zH0VS2v1ZYQLkclihczIXf4DD2qDnBrWnJRt7CvCfYUUajYLOR0RI/7AL2YFiDBCY5C9gp4YuavhfZlrUPu0E+5O4wvs/2eODepu9dco2qeEOkzkyLguvjjdyF2qvzsQONw8HmZkKmZ7JzSGCSc52d777IMZgOkILdHn+ynp9516V6DGFJf5Onpq3FHi8HuTwi3qjuuBs71AhkdDKmxPU6iT0I1iGByU43gAGhgDWmHHqnOM9LS8Uvd2/j9yar+NSgNM+cnkdG+gCj+F871VbuvjvQqNnb4QD2ANiBBCY7SwCqmtU47rKt6yB2c/zKvTF87x361L3N33vk8ezDmI/lWU/eKY4bs9xi+t/GjriL5E4y5i0324odfHuQwGTnW3ZgTTfitRagmn9m3kjHxir86oImNZdLztssQEnrsMfJFfa0MlIZJqmSkPh8aVWjZu8Krx1gSGDS0xBgkRGvoQB9sRvjZ842YrtwrQz3dgBvcb42fzR0BnuUXCJnzZtGHcCVSmRz7G9klN2YKW3N3nIhgUnPEIB+RrxSAeZiN8bX3OYZdhW3u7cHeIldvPR8L8kLC4kkc5aRU9/0GHbkHed6d+Nyc5QH5i2XggQmPYsBUni4HsXQIzCHyZnKYhwz371dwDssjGWRmeS1G0zRcW2ksZhIP38v3f1wgtHLXt4srEICk57D7MjBh+kMQJz3LvE9xrqKbF8eQ4uElaBgHK/NsBp7dFznzDv82F5xpn9zewo31OBdbLIbO9QRQgKTnruxZhbHWpoF5gIHq7Hd+f089/YCL/BsIH8cpOQc+q28bhak7MUeAof4ti3v3hsLPFsXjAQmP3UAturGNOZ3sJuiAOn8iPXOY/d2A/l50t2oFok9MjhkzeSrxkEfP95H/HEcn/EWN8LDC1yQwOSnDcA8Fq7BAMOxm6ICV1vyWaw/urcfyM5PfOnq5lexxwWNS/1jjMVjnmEPhGi2GlV72xzHDnA0kMDkpx/AOBaujgCfYjdFCW7zZS5bqzIDKCw/tuHlGRRKPyzN3sbGc6KT4YPlIW4Zz/dqeG7mV3FIYPIzCmCgbhSSWordFDXI7MGnNJPBDH7i05e7KZ49dG8Wr/EbMzwXezSE8WwOL7wRO0L6FSvDQAKTn2kAXVm4agBswm6KImTxCWFtHoXdghXgcTsWip7+rx4VjgtGFf4am7HHQxCnm/DutDiCHdaoIYHJz1x2MGXhqgSwB7spqnCvL9u9O1Muop7XlU8Ruoc9HjKwpS4/5ne7gz0kAng4ij/VqzzXs7mHryCByc8SgGa6XsC2uUPYTVGGe73YHt5X+flgBf34Qml0/WVwZ0wcT+ZY6PniUruM5I3eF7EDKgISmPwsB2jIzoXZNnccuynqkNmZxXuUezuDnIxmQeik+POvIhzjCarQ8gL2sERF9rtG2d7N2MEUAwlMflYBNND1p2yrO4HdFIW4w1cIm+Pe3iAj83gyy23skZCI7Lk8mSNu8hPskYmYghWVefLGSL9klZLA5GclQCoJzHWuNQSI2ere7iAf22PYqZO687/K5LyxVFjKEeyxiZCr7YwJAf6pqUoCk5+lbIvT9Xy24Xk/achLZNQASPjGvf1BNjIqAlT3+erLEbC6OnfAkAfYwxMBeTPjeU3LGT5KyiGByc9CgJYsXHEASlajw+NQJYDaOe7tEHLxXR12rPPPqbo4rg3iOXzVvJdRf8qYj93+LHYARSJSYM82vP9Wg5aDtxXL3eqivWBRyc+TwKwxi210LFyVAXZgN0Ux1rIjVVvfVRCyxvP2ADFrsEdATnalcBN0vYU9RrbIHcm9m7zE25U3SiJQYMF3NK1BK2aqgUUXH2ilNWlmsrzkD5DArDEZoCcLFzshXo/dFNWYxHb5jyPeIzzNWNb1Cdjxl5XM8XwNrYpzn2OPknW21uTS7XsZO3SCESewwr5ai735+qOFmjavyNup2unyfoIEZo2PAAazcDUFWILdFNXI4XXYt0S6S3iZbbwmvw8mujrF8VbGcs3lHtwk404PI3f+K+ywCUecwE5qmlnscozW+tW7TzTtcnk/QQKzxvsAY3WjmO9n2E1RjhspAEk3It0nvMvNygBvenGJedfInsuXWYkZ6YXyiM++4Ou0xo3y4YwIcQLbN7C/+WKbpr2aJhHUtKzyfoIEZo1OALNYuJjHxmA3RT2OJQA0V66mVF5LgHjKeX09F3ryq5rqGwqxRyscJ4zkjea+HE8HshB3aPVfpXHc0LRyq3qTwKzBNr/VuvFQ4n3spijIIjBXs1GKCazT87EjLz8bjfKIHcq9xyQF3w3hyRtJc/x5P9gBgY3RPnj1RbqWElw66J0+k8u4WUwCs0ZVgH0sXHMB2mM3RUX6AsTsj3qv8BSH2CGvN3bcvcDtMTyZI25CqcOoNOR/WcUofHgBO1QOIV5gp1O09FdfHdVSmppZ9GNfpiN/1t9k51PCAj+w7e8iC9tmgPrYbVGR794EqHE/2t3CSzyoBVA3iB13b3DBKG1Ra4uk9xFPN+fNq78XO0zOUbLH0QrsQjNtcZEvd2la9wMPn12foGnTX7zXHkzmRfmnFOEaCxV/UnwSIEH58ugYnI0D6IPdCDfpBxDrlfQ6dAo31jDuI17EbkgZ5Bh3DxNm+vgZbqlZmlEKbFdDbVbRk5Hsw0fNP/G5lnI39B4JzBYHAarw/zNZyLKR26Imn7HIr8NuhHtsZN2dHv5jRIjcsbG8Pu6YH7AbUoJnC3ieJPS6jd0QJxErsMJ5Wsqasr/1sL62MfRy1VSTw48JCywGaMHDVhAPcAi7MUrysCVA5cxodgwvca8KwFu52DH3FOfaclNUXS7VDZJ9qUbZ4R3YwXGWUusCRCOwJyO0ZsfL+2ZHbW6JdyiJwxIjAN434tUQYDF2Y9TkZAJAF0mfcoimsCtAPC17YI+cZcZ9xGZHsUfvJdeMmcsVp/p9MTeRSRxPBmgdy79cba8tLPEOCcwSnQFmGPHqDTAWuzGKMosdDEqVQvMnq1hXP8WOt/e4NYYXeod35aiPmGuUuoK+57HD4jgCBZY3SOtValr6gZWhS7LcFG1Hie+RwCxRD8C8+ToRoDt2YxQluw1AohzHJoe5mwSQ5s8pQw5zxlgpLH7yj9hDqD9fVtWoc7UbOyQuIFBgn2mdSs9ZHqF1NBMd52mpJVORSWBWuBsLYC5KtQagPnZrVOWbRID2Uj3icIaCjgAVfbXehotsbWiU5liFvJ0caMSbUW2hEqch4gR2SUu5VPTr1e8OY/+mp2gDbzBXLUwpVuLXgARmhaNsYzRP6k4DVPD7LW1pmceGYUmk+4Z3+JJ1cy52rD3LvbnJxqXPYcQRvGJeCI6+gR0MdxAnsElaSrMX8MIFMzQjd25TfU1r1pb9M6nUeQkJzAorAeqY8eIzmo9jN0dVcjqwSxPfV/W9WQmgnb8WjHKXa8ONh089riIN4P1RPKUfup/BDoRbiBPYaO0Ve/SXAtNvTO/cMLXtmFOlf4IEZoXxAN1CAasJsAq7OcqSngTwdn6ke4c3KGgLkJiOHWlvc6orN0jcmAcI45c3vzL/4012YgfBPRyohWgZEpgVugFMDAWsKy0xiAiv6ltyJojPmM+6uAA7zp5nq/EMKnmh2/UvCrdr/A/XWKTEw68QJDDZqQewPhSwCQA9sJujLjmdAeJlLBgkjEsJAJ3oBmLUZC+oZswh3uXq6KUbs6kTxt/C7r6rkMAk51YMQEYoYOsB3sRuj8J8mwzQ1Mdl5fLeAqji16rl7nJznDErrOMF1wYv2yh7GNMvA7vrLkMCk5z9ALEvyqWks9c+XFTVM/A5vhPc2z/cZjLr3jLsGPuF9L5cKLHDv3Nl6J7MrMSF2eogdrddhwQmOQsBUl9uprEAB7AbpDLvskPSEfd2EHc5FkuLgIlkX0vulKT5zl+zF241Ftasu0rB278kMMkZDtDvZcQaUDVEVK7XAaiNkV7mAj+wvtW6hh1hP5GzvDb3SoO9Do/cRWN5j8RpSs4RJYFJTjuAmS8j1g/gI+wGKc0ufpXiy6q+hX3Z1eV27Pj6jDuTKhqzwm46OHA/fGws5jLwInZncSCBSc4bADtfRuwzgA7YDVKb8X4tyMFLcFCpaOGcNx6FxU9/7NCwFax+w3j4dQi7o1iQwOTmEts6X9V/2AFQDbtFapOVBlDhnHv7iFtkJAC0zMKOrh/Z04Qb5s2vHRm2C635L6+5XMGHXyFIYHKzHSDhVfmHq2xrvYzdJLVJTwao57vHYLkaQBUqweEI2fOMAol9soSP2qPx/O5h/Fi1Zn4VhwQmN3MAmr+K2PN4gF3YTVKcjTEA3XxWl76gB0DMWuzI+parg/h9xKSlgreavUbuYYdT2N1DhQQmN0MBBhcJWVOAL7CbpDqj4cUKo77hc9alkdhx9TN7jfuIb4ss8Xt/oFE3SvXiqCQwuWkDMLtIyN4HGI7dJNW5x8YkZme5W7UH2c0uEFrTAzAnufcZn2mc8IWwatDbq/Pcww8VWTSlfEhgclOtaBKikYbYEbtJynO5NkDit+7tJ05zMQmg1iXsqPqd9E7GRZiYjPpc4/Kr4T7sTuFDApOaGzxro0jItgDUxW4TcTCBD4N7O4qz3K8HEE8FXpxnKU/mSFwtYMiO1mG/qcInSs5cLgEJTGoOAsQ8LRIyXg2RNlt0VsQAtHJqao/LPGlNJRBd4tsu/Lqp38MoRyx/Ok8+bHQYuztSQAKTmlUvl2M2yWVb7knsRhHBT3hetC9SEQveZV0Zhx1PRchZwJ+EaeejGjG+NjjEjqbzWAMSmNRMA+hYLGZVATZjN4oI5vRlB5FR7u0qzsFzKnuptAIiLmfe4rkc68OPS7mcqsGnLlPRrxAkMKkZAjCsWMxaAszFbhQRDGa+zQ4jn7m3rzjFTF6H6C52NBUicwSfEzZeBkA2AAAcAklEQVQu4qv3NXyhsc5XsLshDSQwqekM8HmxmL1LFevk4FpDdiBZ6t7O4gzLebX0q9ixVIt1iby+76OIxqtgEr99OFXdylGlIIFJTSOAtcViNg7gPexGEZzztQFiorkXJAEbYwFqUQUplzmhMQu1vB/BeOUNYD9ZeQt2B2SCBCY1yQAHi8VsPkBb7EYRBqfeYCfDX7m3u4hnG/NX1RPYcVSPa+2Yh1Lv2R6vJ93Zz9WjJK6ikMBkJjMGoPiM2Y1sy8duFWFyuAoz2Db39hfR7IgDSFJvEXoJyHyPJyPare77pDP7qeZUzLsYJDCZucC22OxiMTvIzpmxW0WE2JsIELfVvR1GLNuZvyrtxY6hmuSM4A8f7c2Fz+vGS/eqXHm+LEhgMnOUbbJ5xWKWwU76KelZFnZXYsOxyb09RiRbmL8q7sSOoLKMZbv2W6WOvq+hgD//6kKzv0pAApOZXewcuXjMbrOt+Bp2s4gX7GbXYLEiigO5ztpYtm2Rv/AYyfbkbjZq+07l11/kr5KQwGRmI0Dt4jF7wDZjShuTh6+ZwWIWuLfPiGJxDEDibuzoqUwOv6KaaHnAtvHnX3T/sBQkMJlZAdCweMzy2HZ8HLtZxCv28wqtUwvd22tEUDiDNboKPf9CJas9O/fZbXHEbiQB1KX8jdKQwGRmUbH1mA1iAahyuEwcq/b/t3fv8VGU9x7HH5V6aV++WuurPS/b09PTntNX7aunx57zgIKlrZdqvf2SEEiAmES5mnAL4Q6FAl4QEEUoKAIR8QIoUiwoVVFBDoWiUiPlfqtEboHKTbkEkjznmZm9zWw22Ulm95ln5/v+w+xOZtdn88zsh2xmZ2UMxnn2OU/pUGscQnDrBtU/uaDbcxfntyR3IMeFQs7bYcIagID5WQXn9zl+aDdyvkr1sCBWpfHJ7gOad2YFJc4MlAO+62PVPzdYewPn5UlN2Vw5Y/NVD9eXEDA/m835Lwvt5G9gK1UPC2y2dzROKKjN54N9XmR8GMc21T81OHrUODBjdRJTtr8d5/1UD9afEDA/m80bgjNR+8w/uslZuWd3+vaclthjnMjoPhzJ6geH8zjPqml6zoZw/qsdqgfrTwiYn61p00C/2uNvuX5z0PhQrV+tS9+u03zG6UN4OQ7H9oc1rTlf1OScfSKnbK7qofoUAuZr6+dbXliyZEno4oubVA8K4hx5zDhL+ML07TvN9fL1cqCTcDZzvyjn/I4mfwXrL39PO6x6pD6FgGnhuPxxqR4DNOalG2QZHj6fvr2nOS48Igd5w/Oqf1YQsbEN5019pMEu49c01QP1KwRMCwiY7717s4xDj+Z8SEbaHOslh3gT/oTqJwM4L2xi2uS/Ou7CL2AJIGBaQMD875MOMg93bknf/uPWtrvlALMrVf+cINZ7ck52NDptZ3/N+dOqh+lbCJgWEDAN7Osjn4zaLUvfDuTOGzcaH0b/qeqfEtgcyeL8yUbn7S3O2+5WPUzfQsC0gIDpoPqx1rIRE335h7DzxunPW0/CJxn4zTTO72n0TGRDOe+repD+hYBpAQHTw9L2MhP3u/+s3ZSrNt6q9otXVf98IM7GJl5DPP9LzheqHqR/IWBaQMA08VGWfD76zV/TtxMl54PbjI8A/lD1TwcaQJw/19jUcd5mj+ox+pfKgNVcgCQZ54pVPQZIxvFy4x1hc+rStxs1rb7CeEP8wGOqfzbQkEc579vI5M3kvEj1EH0s7k10CJgfIWDaOG/Wov/x9O1HTTkxwGzqedU/GWjQ25y3b+TDDHpy/qTqIfqYyoDhJcSk4SVEjbxjfMDKnZ+kb0dq3N+No+dvxbu//Gp3a863JZy98+04X6F6iD6Gv4FpAQHTyfb7zRNe+OJTLutfbCsHU4STz/sXcb444fxt4bw1zrycGAKmBQRMK4cnGcfTDzyRvn0pkZODjKPnH8WJHHxsCOfjE07gq5yT6gH6GQKmBQRMM28YJ5a6W/nLiJvuMU4etVz1TwMaMyv+c9ejHuZ8kOoB+hkCpgUETDdbjI+NvH6+0pcR618wzjB872bVPwto1ErO2yZ887vcjGaqHqCfIWBaQMC0c2hCa8VHI54YaLx8+DA++8vn9jbyVua6Gzl/U/UA/QwB0wICpqHlxsuId/4tfTuUXeVdxsuHy1T/FKBJd3C+IsEk7pNzuFP1+PwMAdMCAqajrebLiM8qeVNz/XPGR1cW4uVDDZRyXrakYZM4v1X18HwNAdMCAqYl62hEFS8jHh9gHn14SPVPAJJgfJx3Yj1VD8/XEDAtIGCa+rOalxE/MV4+vPkN1Y8ekrK80YBNUT08X0PAtICA6WpbsfEy4nNpPRqxfr758uFW1Y8dklP9YJcYhYWFXWOuluFMvo1BwLSAgGnrsPkhYQNPpm+/OmmcT7j1RLx5WU9yBo+rHoM+EDAtIGAaM19GvGdLunarrWS8fIjz5+lKIGAuIGBaQMB0trVQJqVd4vPdeWpJO+Plwy2qHzM0l0DAXEDAtICAae3QI8bLiGPOpn6fOjfO+Lv/Qzj6UF8CAXMBAdMCAqa5pb+UXem6P9W71IEC+b9p/0fVjxZaQCBgLiBgWkDAdFfZ0fjL1LrU7lF/vUX+T3I/Vv1YoSUEAuYCAqYFBEx7nw01Phc5pcfTP298FvSgz1Q/UmgRgYC5gIBpAQHLAHOMd2f97lyqdqeaMcY7zp5R/SihhQQC5gICpgUELBO8Z7zCV1Sdmr3pqPGO6ZtXqn6M0FICAXMBAdMCApYRNucbJ5bamoqdaced8q7zcO5e/QkEzAUETAsIWGbYb5wko/1q7/el99vLOx6AP39lAIGAuYCAaQEByxBHprbmvM0Cr3elRW04bz3liOpHBx4QCJgLCJgWELCMsbit/F3pCU8/I6z+SXmXbRepfmTgCYGAuYCAaQEByxxrjFMjjjzv3X50YbRx+MZq1Y8LvCEQMBcQMC0gYBmk8h4ZnL5nvNqNzvaXd3d3pepHBR4RCJgLCJgWELBMsqurTE63U97sRV/0kHeWv1P1YwKvCATMBQRMCwhYRqnqaZwZ8bgXO9GJe+Vddd+n+hGBZwQC5gICpgUELLMcLDN+bfq85fvQMeOXuX4HVT8e8I5AwFxAwLSAgGWY6mHG+45bXLDjneXdDMFnL2cSgYC5gIBpAQHLNNUjjVcRT7ZsDzpp/P41olr1YwEvCQTMBQRMCwhYxqn+nXFixNMt2YFO328ckI9+ZRaBgLmAgGkBAcs81SNkfh6oaf7+U1Mq72AY+pVhBALmAgKmBQQsA1UPMgLU7HNy1BkvQpahX5lGIGAuIGBaQMAy0aEHZIKmNHf3eULeuDeOP8w4AgFzAQHTAgKWkT4z3sS1qHl7zyvGQSBVqh8BeE4gYC4gYFpAwDLTnizO26xrzs6z4XrO796levzgPYGAuYCAaQEBy1CVN3F+0z73+07VzfJ2f1M9ekgBgYC5gIBpAQHLVO/cwHme64Ppz3Tm/Pq3VY8dUkEgYC4gYFpAwDLWPOO9XG53nTHyRhWqRw4pIRAwFxAwLSBgmcs4Gn6Juz3nNeP4e9XjhtQQCJgLXgbs/LJhXXLu/d1b9ne21K8cVdih22Pb49dHwJKGgGWuA3mc37jbzY625xecd9yvetyQGgIBc8HDgB3tQ5RTSEQjz8UsvTCWqFO3HMpaHncDBCxpCFgGq2zPeWcXZ+Q435Xz9jiAI1MJBMwF7wJWP4gK3q8Vp58nmhezeA7lr5JL51HWVuctELCkIWCZbBHn/Mnk97TpcvUFqscMqSIQMBe8C9hGoo3mhYlUHF36eQd617zwKI1y3gIBSxoCltEGcd6mMtkdbVMbzgeqHjGkjEDAXPAuYGtGDrcuvEV0NrL0DSqy/iS2mbKOOW6BgCUNActoe3/Lee45kZSaTpzftkf1iCFlBALmQgqOQlxJ2dHDOCbTROvChVxa61gRAUsaApbZVnDOZyS3ez0tV12ueryQOgIBcyEFAZtIo6NXBtALoUsltNCxIgKWNAQsww3j/IakjkTc25bzwapHCykkEDAXvA/Yx1m0OXqtmF4PXRpBT4UuvTrdsv4MJMl4eUn1GCCFDt3CedfpSSjg/KYDqkcLKSR39XOqx6CPs8KhpQHb1plejLmaT2+FLo2lJ0KXenDLvBb+rwAyxp940paqHiuAX5x3LmhhwN7Npdn1Mdfz6e3Qpd/T1NAlBAzAob5Ho9GK0a3ZH4EJkGm8DVj9PMr6o21JMYXfwDycZoUuPT3c8s45SJLxNlfVY4CUOjRhqNOw4cOHxS2ccEj1SCGl5K5eo3oMGvEyYGcfpM4f2hcNpPmhS73oZcfqOIgjaTiII4jOyl1K9Rgg3QQO4nDBy4M4zo6gXp85lj1Oj4S+mUPrEbDmQsCCCAELIgTMDQ8DVjOKyk46F66kggvmhQ8o5wsErLkQsCBCwIIIAXPDw4A9Tb1PxS08lUcrjK/1I8O/iiFgzYCABRECFkQImBveBWwnZe2Mvb5k8FjjywLq9G6tODWNOsR9cDoCljQELIgQsCBCwNzwLmBTKatz2P/J6zOpwFhcN5Eor1sO5TpPJIWAuYCABRECFkQImBveBexRiloVDZgQq0cVdOg+rSr+FghY0hCwIELAgggBcyMF50JMGgKWNAQsiBCwIELA3EDAtICABRECFkQImBsImBYQsCBCwIIIAXMDAdMCAhZECFgQIWBuIGBaQMCCCAELIgTMDQRMCwhYECFgQYSAuYGAaQEBCyIELIgQMDcQMC0gYEGEgAURAuYGAqYFBCyIELAgQsDcQMC0gIAFEQIWRAiYGwiYFhCwIELAgggBcwMB0wICFkQIWBAhYG4gYFpAwIIIAQsiBMwNBEwLCFgQIWBBhIC5gYBpAQELIgQsiBAwN1QGrOZLSNL+ioqKL1QPAtJsdUXFatVjgHSTu3qV6jHoo0ZhwCBp2znndaoHAWk2gfOHVI8B0q0151tUj0FjCJgfIWBBhIAFEQLWIgiYHyFgQYSABREC1iIImB8hYEGEgAURAtYiCJgfIWBBhIAFEQLWIgiYHyFgQYSABREC1iIImB8hYEGEgAURAtYiCJgfVZWWliJgQbOgtPRF1WOAdOtTWvqp6jFoDAEDAAAtIWAAAKAlBAwAALSEgAEAgJYQMAAA0BICBqDeFqJjja+xvck1wIcan9gGv9v0tgARCBiAeghYhkLAUgsB85W1tFb1EECFs3v21Da+BgKmpcYntsHvNr0tQAQC5itzETBoGAIGEAcB85UhCBg0DAEDiIOApd3ZJUO65BQOXHjcvFazbFjXnMKxq+vl5ZlkKJKXTr8yWK4z5u3aBm5xYFafvJzC36N0vjWGxoQuPU9FtfY5Fluoo3ind/Yq+7SG/+5xemFZfm5JxQnz1ratIBww28LonYFf2GffmtiYedo8vqBjyYKajyhPhKd9B+WKw9O65RQ8uEOIBNsC9vqGIWDpdqYfZZWO6JdN3Q/Ka//sRzn9xvQmGn9eiLcnZ9GwyTOF2N+DsgeP70s04mzcLTZ2pI5lQ4uIZil+IJDIe5RtPeuIXlThmGOxi2iT/GfKKvu0hp60Dvei7D4lOVRonB7PvhWEAmZfGLkz8A377FsTG52nVVmUP6o8q3wlFYrwtO8l+rQgv7xPFuXuEQ1vC9jrE0DA0m0xFVfJL8dG0WQh6ofR4APy2sf30jzjm9nmS4i1/ajfYfn1753pKectLhTTiFNC1C0g2q7sMUCjzubRCvPCDvnM5Jxj+Ww1esKeo1/Yp9V60qofREOPyqeuMupT79wKrIA5FkbuDHzDPvuRRFnzdCKfxp2R17v1MF9psb77KVGfihohqrrQ46LBbQF7fSIIWLpNpBnm1+r5K+U/rCjvqHltFeXJ7ToUsL8YW75hKeWectzi6JQx24wr9cWEU5f71eM0yvw6h8ri5lg+W/U3X/6zTav1pPUhZR8xFsl/sFc6twIrYI6FkTsD/7DNfiRR1jy9TrnmHwK2kj1gg81bzKZeosFtAXt9IghYus2g0ug/mGfSaOvCuWzaKMIBm0b9raVHidY5bhExkqanfKzQPBspy3iaqr+PlsXNsXy2WmZetU2r9aQ1I/REJvYeveDcCqyAORZG7gz8wzb7kURZ8zQxFDdRbg/Yu+bCFZQvGtwWIrDXOyBg6bY7lwpm/fWUdWUIFY+05JhbuBWwcvOVBEM+vey4hRDnP3r12VmzZnWnqWkfOySnrphel182Uc6JuDmWz1abzZVs02o9aQ2hJ6N34tgKrIA5FkbuDPzDNvuRRFnzVEZPWytV2ANm/n4lf0fPFQ1uC9jrE0HA0m5rPyLKGvzH0/JyCUUtEOGA9aLZoXW7GwcB2G4h1hSEb4BN2bfm0Ahh/CPa+IRlxxzLZ6t91kqx02o9aZVEJl7EbQVWwBwLo3cG/hE7+5FEWfPUk5631llqD9hn5sLYgNm2Bez1iSBgCuxcOCKHqHCXEKXhf5CFOAPWjZ513GJzFo2sPFUrxFhsyv61m7I+F7UFxqt8zjmOPFuJ2GltNGDmVuAMmLkw9s7AL2Jn35GoHuG/Yb3mKmDY6xNBwNQ4s6oHldSJYTTBttgK2GCaErqeR4sdt5hAJdZL4kOxKftYH1omPqQCY6occ+xoTmharSetofRY9DuOrcAKmGMhAuZLMbPvSFQ/esZaZV5TAbNtC9jrE0HAVNlLtEfMovvrYxdaAZtBfayrh4g+dNyilOaaV87kYVP2scU0UjxuvWnHMcdxzTGnNfyH+9DEr1tV5dwKttvXsBYiYL4UM/uORD1IY61VhjYVMNu2gL0+EQQszU7OGltjXjhBtEt8bB5LJlWVVBiH2ebQGvnfD4ynNMMiyj/juEXf0FsZ51Pkz/ngP0eyco7ny+mSHHMcfrayT6v1pLWBaKexqNqok30rCAXMsRAB86WY2XckapH1dhnjPWJNBMy2LWCvTwQBS7P6B2jSSfn17AwqrBX1w6ng7/Lant7Gu1mFKDJf+K4fRH2r5dcPOtJLzltMo6LPhah5sWgClSt8GNCEkTQ99E9oxxyHn63s02o9adWV0QP75HPWYCqpdWwFoYA5FiJg/hSdfUeiDmTT4+eF+Ee30qYCZtsWsNcngoCl27YulN1vRFkn6viRME8zRCWjSoiGmKefmUTUq/sh4ywyOUPHyaWTa523qOpEnceN7pJf+R7R0EVqHwok9jZl0RLron2OI89WtmkNnT7oQHei3r2zqch4t7J9K9geOcFQzEIEzJ+is+9IlHiJqGB0edb415sKmG1bwF6fCAKWdodm98vPyus3+5B5rWbZiK45941803o56fPx+Xl95dZ75pXyzjnFD61r4Ba7H+zSocf0/aJ2aufO89U8Amja6Y7GoWgW2xxHn8tipzV8AtcvFwzI6xA+gattKwifzNe2EAHzp+jsOwMm3huSlzdwed1y6hb/XVvAbNsC9voEEDAAgDSroIGqh5AREDAAgPQ49e5C8zeq+r7myZihpRAwAID0OFdAD50SouYpytqteiwZAQEDAEiTDbmUO6CsE2UtVT2SzICAAQCky76nSvNzuz+2TfU4MgQCBgAAWkLAAABASwgYAABoCQEDAAAtIWAAAKAlBAwAALSEgAEAgJYQMAAA0BICBuBjnDGcbx4gAQQMIAXq/lzS9ttXXHLlf941uaol94OAASSGgAF4b/1/sYhWI2qbf0cF111X7d2wADILAgbgudWXM/aNeyfPe+EPJf8qE/aA6vEAZCYEDMBrdT9grOiUdflCuSzYO2rHA5ChEDAAr73P2I8uRK4VMHaHwsEAZC4EDMBrcxjrFb22tee0942vP2ZfEWLR7d+99Nu3vVAf/ub6B679+qXX3Pbkl5HVl3X+/uVf++mAXda16EEczjUvzM/+96+2uooPxidzQGAhYABekwHLj1/6P4ydLgwd2HF3jbnoXHH4SI9/WWutdPL20ILLZprXwwGLW/Ozn4UXXPJYGh4SgB8hYABeW8/YFVvjlrZhbDT732l/ern7xYyVmYuIse8/8ZePXs1j7PJPjAW17Rn70YTFz9x7EWPPGwvCAYtb8wbG2j/z3upFPS5nbHm6HhiAvyBgAF6r/zljV03/wrFUJueSYvO1w5cZa7Vffp3LWLuT5veeZqyN8XUaY7eeC61y9WkRCVjcmhsZu9H6M9u6VuwXqX9IAH6EgAF4bsvVTP6mdMekv5yLWSgD9s3QH7BuZmya/HIt+8re0Dd/zdgGWb4fsov3WAtuYWyRiAQsbs0XGXsotGD6hJdT/HAAfAoBA/BeVXboL1ntx24IH7AhA9Y/dHG6+UeyTYz9NnyDOYyNEaIy9IuYtOGlN41yWQGLX3MpY3npeSgA/oWAAaTCpsHXhg6y+Ol8a4kM2Euhb77P2M/M1wWHhlf/mLG7zSW97HdjBSx+zX9+lbFuO1P+KAB8DQEDSJGDi8vbtDIS1sF8U7MM2PrQd3Yzdo0QY5jNz4UYzdh4+31YAYtfU1RcJC9c23fxsfQ+JgA/QcAAUujkK7+WoelsXJQBCx+aeIixK4UYYM/SD80lU+y3twIWv6YQb1m/4bX6zWtpfUAAPoKAAaTWH2RmdggzYLtDiw4y9nUhBjLWa1XUOjNUk+03tgIWv6Zh7eD/Nn4NY3d9KQACCQEDSLH2jM0SZsA+CS3Zzdh3hRjL2Cj7mmMYG21fYgUsfs2QIwuzZcOKPB8ygBYQMADP7bMdXtGXsUeEGbDXQ0tWm0cbzo87knAuYwX2JVbA4teMWnUZu+iAF4MG0A4CBuCxZVez62Ov5zI2W5gBGxdaMoOx+4TYyti37R8VVsnYv4UurunRI/o+sPg1YxQz9qZ3gwfQCAIG4LEDX2FsbvTqrisYM064KwN2bZ216DbGjGPrf8rYgtBKc64bVWW+kZmttBYUMPaciLyR2blm3cjbuoXvvz9jq1P7gAB8CgED8Fo5Y5eMORm68ub3zDdumQG76GFz0QrGrjwuvz7L2Lesc8lvuIpdZrwOOJWx/zhoLFh2MfuGcfB9KGBxa97ILl5i3f+R77DLTqTrkQH4CgIG4LUa+RsW++pvB0+cMq74B/LiTw4ZS2XAerLsVz9aPfwyxh41VyTGvjb0z2sX3X8pY1ONBbXtGLt62At/6HSR9Tta7Ml8bWuuuphdfM+s5atf+/01jA1R8zABVEPAADx3YdyV0XdtXdLzuLlQBmxnTmjZfdb5paIfktJqknXLE7eGFlya6ONUQmvOvyK84KI+Cf88BpDZEDCAFDj2bNfrvnlpq6t+3GFqVWiRDNin9Qtu/86l37pzSWS9DSU/+fol32gzYm9kyWt537v8ip/032Fdi36gpXPNAw/edM1lra7iZX9L/aMB8CcEDCA9ZMD+oXoMABkFAQNIDwQMwGMIGEB6IGAAHkPAANIDAQPwGAIGkB4IGIDHEDCA9EDAADyGgAGkBwIG4DEEDAAAtISAAQCAlhAwAADQEgIGAABaQsAAAEBLCBgAAGgJAQMAAC0hYAAAoCUEDAAAtISAAQCAlhAwAADQEgIGAABaQsAAAEBLCBgAAGgJAQMAAC0hYAAAoKX/B/Owp7wWgxoNAAAAAElFTkSuQmCC" width="576" /> --- # Things we've learned: ### 1: _Functions_ take _arguments_ as inputs and return an _output_. Functions are predictable -- given the same inputs, they should always return the same outputs; and changing the inputs should change the outputs in a predictable way. ```r print("Hello, World!") ``` ``` [1] "Hello, World!" ``` ```r head(Orange) ``` ``` Grouped Data: circumference ~ age | Tree Tree age circumference 1 1 118 30 2 1 484 58 3 1 664 87 4 1 1004 115 5 1 1231 120 6 1 1372 142 ``` --- ### 2: Many functions are designed to help you get familiar with your data. ```r str(iris) ``` ``` 'data.frame': 150 obs. of 5 variables: $ Sepal.Length: num 5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ... $ Sepal.Width : num 3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ... $ Petal.Length: num 1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ... $ Petal.Width : num 0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ... $ Species : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ... ``` ```r plot(iris) ``` <img src="data:image/png;base64,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" width="432" /> --- ### 3: ggplot combines geoms and aesthetics to make plots. ```r ggplot(iris, aes(Species, Sepal.Length, fill = Species)) + geom_violin() + geom_jitter() ``` <img 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